Theory-Grounded Personas — same 5 test videos

40-key bank across 4 layers → VLM closed-vocab affordance filter → seeded balanced batch (32→8) with soft compatibility + counterfactual pairs → structured persona (source of truth) → narrative compiler + critic. Every value carries an origin and an evidence grade: latent traits are sampled, never diagnosed from the video.

Run: 5 videos × 8 personas = 40 personas · seed 42 · mean Gower 0.562 (gate ≥0.35) · future-leakage findings 0 (gate 0) · unsupported claims 0 (gate 0) · invalid personas 0.
Layers: context capability psychological behavior (mandatory, 3-5 active). Origins: inferred = supported by the safe task anchor; sampled = synthetic latent value compatible with this video; synthetic ctx = invented context. Grades A/B/C/O per §3.
Read the green badges with these caveats
captaincook4d · Cooking (Cooking) · procedural
make filled tortilla roll-ups
affordances (filter view)
skill_demand 0.85tool_use 0.95physical_safety_risk 0.80task_performance_risk 0.75alternative_strategy_opportunity 0.70assistant_recommendation_opportunity 0.65
must never appear in a persona
  • the specific ingredients used
  • the use of dental floss to tie the pieces
  • the use of toothpicks to hold the roll
  • the cleanup process at the end
batch diversity
mean Gower 0.554 · min 0.495 · counterfactual pairs 2 · dups 0
PASSPASSPASSPASS
captaincook4d__10_6_p00 15 keys · complementary 0.93 · critic 1.00 · valid
Tasked with making tightly rolled and evenly sliced filled tortilla roll-ups for work, they are unfamiliar with the equipment but deeply invested in the outcome for their own satisfaction. Driven to truly master the technique, they strongly desire guidance that builds their skills, working with moderate care while appreciating a balance of choices and direct instructions. Errors easily rattle them, and they are highly skeptical of the assistant's advice, yet they remain surprisingly tolerant of physical risks. When stuck, they ask for complete solutions and prefer action-only steps, always verifying the system's advice before acting, though they readily accept any direct corrections.
keyvalueorigingradetheory
task_goalMake tightly rolled and evenly sliced filled tortilla roll-ups.inferredOTASK_CONTEXT
wearer_roleworkersynthetic ctxOROLE_CONTEXT
responsibility_targetselfsynthetic ctxOROLE_CONTEXT
tool_familiarityunfamiliarsampledOHUMAN_FACTORS
achievement_goal_orientationmastery_approachsampledAACHIEVEMENT_2X2
conscientiousnessmidsampledABFI2
competence_support_preferencehighsampledBSDT
neuroticismhighsampledABFI2
health_safety_risk_attituderisk_tolerantsampledBDOSPERT
dispositional_trust_in_automationlowsampledBTRUST_AUTOMATION
autonomy_support_preferencemediumsampledBSDT
instruction_preferenceaction_onlysampledCCOGNITIVE_LOAD
feedback_response_styleacceptsampledCTRUST_AUTOMATION
automation_reliance_styleverify_before_actingsampledCAUTOMATION_USE
help_seeking_modeexecutivesampledBHELP_SEEKING
narrative trace (4 sentences → source keys)
  • Tasked with making tightly rolled and evenly sliced filled tortilla roll-ups for work, they are unfamiliar with the equipment but deeply invested in the outcome for their own satisfaction. context.task_goal, context.wearer_role, capability.tool_familiarity, context.responsibility_target
  • Driven to truly master the technique, they strongly desire guidance that builds their skills, working with moderate care while appreciating a balance of choices and direct instructions. psychological.achievement_goal_orientation, psychological.competence_support_preference, psychological.conscientiousness, psychological.autonomy_support_preference
  • Errors easily rattle them, and they are highly skeptical of the assistant's advice, yet they remain surprisingly tolerant of physical risks. psychological.neuroticism, psychological.dispositional_trust_in_automation, psychological.health_safety_risk_attitude
  • When stuck, they ask for complete solutions and prefer action-only steps, always verifying the system's advice before acting, though they readily accept any direct corrections. behavior.help_seeking_mode, behavior.instruction_preference, behavior.automation_reliance_style, behavior.feedback_response_style
captaincook4d__10_6_p01 15 keys · complementary 0.93 · critic 1.00 · valid
This worker is preparing well-formed filled tortilla roll-ups, an outcome that matters primarily to themselves. They are unfamiliar with the equipment involved and get highly anxious when facing errors, though they are surprisingly tolerant of physical safety risks. Working with an average level of care, their main goal is to truly master the technique, and they strongly desire encouragement that validates their growing skills. They highly trust the assistant, preferring a balance of choices and direct guidance, but ultimately want action-only instructions and will follow advice immediately without verifying it. When stuck, they ask the assistant for the complete solution, and they readily accept any corrections provided.
keyvalueorigingradetheory
task_goalPrepare well-formed filled tortilla roll-upsinferredOTASK_CONTEXT
wearer_roleworkersynthetic ctxOROLE_CONTEXT
responsibility_targetselfsynthetic ctxOROLE_CONTEXT
tool_familiarityunfamiliarsampledOHUMAN_FACTORS
achievement_goal_orientationmastery_approachsampledAACHIEVEMENT_2X2
conscientiousnessmidsampledABFI2
competence_support_preferencehighsampledBSDT
neuroticismhighsampledABFI2
health_safety_risk_attituderisk_tolerantsampledBDOSPERT
dispositional_trust_in_automationhighsampledBTRUST_AUTOMATION
autonomy_support_preferencemediumsampledBSDT
instruction_preferenceaction_onlysampledCCOGNITIVE_LOAD
feedback_response_styleacceptsampledCTRUST_AUTOMATION
automation_reliance_styleaccept_directlysampledCAUTOMATION_USE
help_seeking_modeexecutivesampledBHELP_SEEKING
narrative trace (5 sentences → source keys)
  • This worker is preparing well-formed filled tortilla roll-ups, an outcome that matters primarily to themselves. context.wearer_role, context.task_goal, context.responsibility_target
  • They are unfamiliar with the equipment involved and get highly anxious when facing errors, though they are surprisingly tolerant of physical safety risks. capability.tool_familiarity, psychological.neuroticism, psychological.health_safety_risk_attitude
  • Working with an average level of care, their main goal is to truly master the technique, and they strongly desire encouragement that validates their growing skills. psychological.conscientiousness, psychological.achievement_goal_orientation, psychological.competence_support_preference
  • They highly trust the assistant, preferring a balance of choices and direct guidance, but ultimately want action-only instructions and will follow advice immediately without verifying it. psychological.dispositional_trust_in_automation, psychological.autonomy_support_preference, behavior.instruction_preference, behavior.automation_reliance_style
  • When stuck, they ask the assistant for the complete solution, and they readily accept any corrections provided. behavior.help_seeking_mode, behavior.feedback_response_style
captaincook4d__10_6_p02 13 keys · complementary 0.92 · critic 1.00 · valid
As a teammate helping out, this person is preparing uniform filled tortilla roll-ups for an upcoming party appetizer to satisfy the customers. Since they are highly familiar with this process, they prefer sticking strictly to their established routine to ensure nothing goes wrong. They work with an average amount of care, balancing their pace with quality so they can impress others with a highly competent final product. If given guidance, they want the underlying rationale explained before receiving the actual steps, as they deeply value understanding the reasoning behind any action. However, they generally avoid asking for assistance altogether, and on the rare occasion they do, they demand concrete proof rather than simple advice.
keyvalueorigingradetheory
task_goalPrepare uniform filled tortilla roll-ups for an upcoming party appetizer.inferredOTASK_CONTEXT
wearer_roleteammatesynthetic ctxOROLE_CONTEXT
responsibility_targetcustomersynthetic ctxOROLE_CONTEXT
task_familiarityhighsampledOEXPERTISE
opennesslowsampledABFI2
regulatory_focuspreventionsampledAREGULATORY_FOCUS
conscientiousnessmidsampledABFI2
need_for_cognitionhighsampledANFC
achievement_goal_orientationperformance_approachsampledAACHIEVEMENT_2X2
task_performance_risk_attitudebalancedsampledCDOSPERT
inquiry_strategyevidence_seekingsampledCNFC
instruction_preferenceexplanation_firstsampledCCOGNITIVE_LOAD
help_seeking_modeavoidantsampledBHELP_SEEKING
narrative trace (5 sentences → source keys)
  • As a teammate helping out, this person is preparing uniform filled tortilla roll-ups for an upcoming party appetizer to satisfy the customers. context.wearer_role, context.task_goal, context.responsibility_target
  • Since they are highly familiar with this process, they prefer sticking strictly to their established routine to ensure nothing goes wrong. capability.task_familiarity, psychological.openness, psychological.regulatory_focus
  • They work with an average amount of care, balancing their pace with quality so they can impress others with a highly competent final product. psychological.conscientiousness, psychological.task_performance_risk_attitude, psychological.achievement_goal_orientation
  • If given guidance, they want the underlying rationale explained before receiving the actual steps, as they deeply value understanding the reasoning behind any action. behavior.instruction_preference, psychological.need_for_cognition
  • However, they generally avoid asking for assistance altogether, and on the rare occasion they do, they demand concrete proof rather than simple advice. behavior.help_seeking_mode, behavior.inquiry_strategy
captaincook4d__10_6_p03 13 keys · complementary 0.92 · critic 1.00 · valid
This person is about to prepare filled tortilla roll-ups without making any errors, a highly routine task they are doing alongside a teammate for an end customer. To prove their competence and avoid any bad results, they maintain a balanced pace that weighs quality evenly against speed. They work through the steps with an average level of care and are highly resistant to trying any unfamiliar methods. Having little interest in understanding why a step is necessary, they prefer to be given only direct action commands. They generally avoid asking for help, but if they must seek information, they look for concrete evidence rather than general advice.
keyvalueorigingradetheory
task_goalPrepare filled tortilla roll-ups without making any errors.inferredOTASK_CONTEXT
wearer_roleteammatesynthetic ctxOROLE_CONTEXT
responsibility_targetcustomersynthetic ctxOROLE_CONTEXT
task_familiarityhighsampledOEXPERTISE
opennesslowsampledABFI2
regulatory_focuspreventionsampledAREGULATORY_FOCUS
conscientiousnessmidsampledABFI2
need_for_cognitionlowsampledANFC
achievement_goal_orientationperformance_approachsampledAACHIEVEMENT_2X2
task_performance_risk_attitudebalancedsampledCDOSPERT
inquiry_strategyevidence_seekingsampledCNFC
instruction_preferenceaction_onlysampledCCOGNITIVE_LOAD
help_seeking_modeavoidantsampledBHELP_SEEKING
narrative trace (5 sentences → source keys)
  • This person is about to prepare filled tortilla roll-ups without making any errors, a highly routine task they are doing alongside a teammate for an end customer. context.task_goal, capability.task_familiarity, context.wearer_role, context.responsibility_target
  • To prove their competence and avoid any bad results, they maintain a balanced pace that weighs quality evenly against speed. psychological.achievement_goal_orientation, psychological.regulatory_focus, psychological.task_performance_risk_attitude
  • They work through the steps with an average level of care and are highly resistant to trying any unfamiliar methods. psychological.conscientiousness, psychological.openness
  • Having little interest in understanding why a step is necessary, they prefer to be given only direct action commands. psychological.need_for_cognition, behavior.instruction_preference
  • They generally avoid asking for help, but if they must seek information, they look for concrete evidence rather than general advice. behavior.help_seeking_mode, behavior.inquiry_strategy
captaincook4d__10_6_p04 12 keys · complementary 0.92 · critic 1.00 · valid
The user is preparing to assemble and slice filled tortilla roll-ups for themselves, a task that feels quite unfamiliar. Despite this inexperience, they are highly confident they can create an excellent dish, focusing on achieving a perfect outcome while carefully avoiding any fundamental misunderstanding of the technique. Preferring direct guidance over having choices, they want the system to provide strict, step-by-step instructions, which they will pleasantly and readily accept. They tend to act on advice immediately and will ask for clarification if a step is vague. However, if they receive a correction, they will briefly test the new approach before fully adopting it.
keyvalueorigingradetheory
task_goalSuccessfully assemble and slice filled tortilla roll-ups.inferredOTASK_CONTEXT
wearer_roleself_usersynthetic ctxOROLE_CONTEXT
task_familiaritylowsampledOEXPERTISE
task_self_efficacyhighsampledASELF_EFFICACY
regulatory_focuspromotionsampledAREGULATORY_FOCUS
achievement_goal_orientationmastery_avoidancesampledAACHIEVEMENT_2X2
agreeablenesshighsampledABFI2
autonomy_support_preferencelowsampledBSDT
automation_reliance_styleaccept_directlysampledCAUTOMATION_USE
instruction_preferencestep_by_stepsampledCCOGNITIVE_LOAD
feedback_response_styletest_then_acceptsampledCTRUST_AUTOMATION
inquiry_strategyclarificationsampledCNFC
narrative trace (5 sentences → source keys)
  • The user is preparing to assemble and slice filled tortilla roll-ups for themselves, a task that feels quite unfamiliar. context.task_goal, context.wearer_role, capability.task_familiarity
  • Despite this inexperience, they are highly confident they can create an excellent dish, focusing on achieving a perfect outcome while carefully avoiding any fundamental misunderstanding of the technique. psychological.task_self_efficacy, psychological.regulatory_focus, psychological.achievement_goal_orientation
  • Preferring direct guidance over having choices, they want the system to provide strict, step-by-step instructions, which they will pleasantly and readily accept. psychological.autonomy_support_preference, behavior.instruction_preference, psychological.agreeableness
  • They tend to act on advice immediately and will ask for clarification if a step is vague. behavior.automation_reliance_style, behavior.inquiry_strategy
  • However, if they receive a correction, they will briefly test the new approach before fully adopting it. behavior.feedback_response_style
captaincook4d__10_6_p05 13 keys · complementary 0.92 · critic 1.00 · valid
As a parent, they are focused on safely preparing tightly rolled, evenly sliced filled tortilla appetizers. They work methodically, considering the job a success only if the roll-ups are uniformly sliced, tightly sealed, and handled with strict food safety practices to eliminate risks. Though completely comfortable with the necessary kitchen equipment, they easily become rattled by mistakes or uncertainty. They want instructions to provide the action first followed by a brief reason, and while their baseline trust in the assistant is moderate, they implement its guidance immediately. If stuck, they ask for specific hints rather than full solutions, but because they are rarely accommodating, they will firmly challenge any corrections by demanding proof.
keyvalueorigingradetheory
task_goalsafely prepare tightly rolled and evenly sliced filled tortilla appetizersinferredOTASK_CONTEXT
success_criterionuniformly sliced tightly sealed roll-ups prepared with strict food safetysynthetic ctxOTASK_CONTEXT
wearer_roleparentsynthetic ctxOROLE_CONTEXT
tool_familiarityfluentsampledOHUMAN_FACTORS
conscientiousnesshighsampledABFI2
health_safety_risk_attituderisk_aversesampledBDOSPERT
neuroticismhighsampledABFI2
agreeablenesslowsampledABFI2
dispositional_trust_in_automationmidsampledBTRUST_AUTOMATION
help_seeking_modeinstrumentalsampledBHELP_SEEKING
feedback_response_stylechallenge_with_evidencesampledCTRUST_AUTOMATION
instruction_preferenceaction_first_with_brief_rationalesampledCCOGNITIVE_LOAD
automation_reliance_styleaccept_directlysampledCAUTOMATION_USE
narrative trace (5 sentences → source keys)
  • As a parent, they are focused on safely preparing tightly rolled, evenly sliced filled tortilla appetizers. context.wearer_role, context.task_goal
  • They work methodically, considering the job a success only if the roll-ups are uniformly sliced, tightly sealed, and handled with strict food safety practices to eliminate risks. psychological.conscientiousness, context.success_criterion, psychological.health_safety_risk_attitude
  • Though completely comfortable with the necessary kitchen equipment, they easily become rattled by mistakes or uncertainty. capability.tool_familiarity, psychological.neuroticism
  • They want instructions to provide the action first followed by a brief reason, and while their baseline trust in the assistant is moderate, they implement its guidance immediately. behavior.instruction_preference, psychological.dispositional_trust_in_automation, behavior.automation_reliance_style
  • If stuck, they ask for specific hints rather than full solutions, but because they are rarely accommodating, they will firmly challenge any corrections by demanding proof. behavior.help_seeking_mode, psychological.agreeableness, behavior.feedback_response_style
captaincook4d__10_6_p06 13 keys · complementary 0.92 · critic 1.00 · valid
This person is preparing filled tortilla roll-ups without tearing the wraps, ensuring they remain completely intact so the team is not let down. While somewhat familiar with the process, they have limited comfort with the equipment and highly doubt their ability to succeed. Despite this low confidence, they often overestimate their actual knowledge and just want the job finished rather than developing new skills. They prefer receiving the reasoning behind instructions before acting, showing a moderate interest in understanding the mechanics. Throughout the task, they try to anticipate what will happen next, and if corrected, they will argue back using specific proof to defend their methods.
keyvalueorigingradetheory
task_goalPrepare filled tortilla roll-ups safely without tearing the wraps.inferredOTASK_CONTEXT
responsibility_targetteamsynthetic ctxOROLE_CONTEXT
success_criterionRoll-ups remain completely intact and do not fall apart.synthetic ctxOTASK_CONTEXT
tool_familiaritybasicsampledOHUMAN_FACTORS
task_familiaritymediumsampledOEXPERTISE
need_for_cognitionmidsampledANFC
regulatory_focuspreventionsampledAREGULATORY_FOCUS
task_self_efficacylowsampledASELF_EFFICACY
metacognitive_calibrationoverconfidentsampledBMETACOGNITION
competence_support_preferencelowsampledBSDT
instruction_preferenceexplanation_firstsampledCCOGNITIVE_LOAD
inquiry_strategypredictivesampledCNFC
feedback_response_stylechallenge_with_evidencesampledCTRUST_AUTOMATION
narrative trace (5 sentences → source keys)
  • This person is preparing filled tortilla roll-ups without tearing the wraps, ensuring they remain completely intact so the team is not let down. context.task_goal, context.success_criterion, context.responsibility_target, psychological.regulatory_focus
  • While somewhat familiar with the process, they have limited comfort with the equipment and highly doubt their ability to succeed. capability.task_familiarity, capability.tool_familiarity, psychological.task_self_efficacy
  • Despite this low confidence, they often overestimate their actual knowledge and just want the job finished rather than developing new skills. psychological.metacognitive_calibration, psychological.competence_support_preference
  • They prefer receiving the reasoning behind instructions before acting, showing a moderate interest in understanding the mechanics. behavior.instruction_preference, psychological.need_for_cognition
  • Throughout the task, they try to anticipate what will happen next, and if corrected, they will argue back using specific proof to defend their methods. behavior.inquiry_strategy, behavior.feedback_response_style
captaincook4d__10_6_p07 12 keys · complementary 0.92 · critic 1.00 · valid
The goal is to quickly assemble filled tortilla roll-ups that hold their shape, a routine task where the final outcome matters only to them. Although they work loosely through the steps and tolerate lax safety margins, they refuse to gamble the structural quality of the food. Mistakes do not rattle them, and while moderately receptive to advice, they insist on driving all decisions themselves. They avoid relying on an assistant unless absolutely necessary, focusing any questions on anticipating future outcomes. When receiving guidance, they expect direct action steps immediately followed by a brief rationale.
keyvalueorigingradetheory
task_goalQuickly assemble filled tortilla roll-ups that hold their shape.inferredOTASK_CONTEXT
responsibility_targetselfsynthetic ctxOROLE_CONTEXT
task_familiarityhighsampledOEXPERTISE
conscientiousnesslowsampledABFI2
task_performance_risk_attituderisk_aversesampledCDOSPERT
causality_orientationautonomysampledBSDT
agreeablenessmidsampledABFI2
neuroticismlowsampledABFI2
health_safety_risk_attituderisk_tolerantsampledBDOSPERT
automation_reliance_styleavoid_unless_neededsampledCAUTOMATION_USE
inquiry_strategypredictivesampledCNFC
instruction_preferenceaction_first_with_brief_rationalesampledCCOGNITIVE_LOAD
narrative trace (5 sentences → source keys)
  • The goal is to quickly assemble filled tortilla roll-ups that hold their shape, a routine task where the final outcome matters only to them. context.task_goal, capability.task_familiarity, context.responsibility_target
  • Although they work loosely through the steps and tolerate lax safety margins, they refuse to gamble the structural quality of the food. psychological.conscientiousness, psychological.health_safety_risk_attitude, psychological.task_performance_risk_attitude
  • Mistakes do not rattle them, and while moderately receptive to advice, they insist on driving all decisions themselves. psychological.neuroticism, psychological.agreeableness, psychological.causality_orientation
  • They avoid relying on an assistant unless absolutely necessary, focusing any questions on anticipating future outcomes. behavior.automation_reliance_style, behavior.inquiry_strategy
  • When receiving guidance, they expect direct action steps immediately followed by a brief rationale. behavior.instruction_preference
howto100m · Arts & Crafts · procedural
Fold and decorate an origami paper toy
affordances (filter view)
skill_demand 0.90tool_use 0.90task_performance_risk 0.80assistant_recommendation_opportunity 0.80error_recovery_opportunity 0.70
must never appear in a persona
  • the specific faces drawn on the toy
  • the exact sequence of folds performed
  • the completion time shown in the video
  • the final appearance of the origami toy
batch diversity
mean Gower 0.565 · min 0.518 · counterfactual pairs 2 · dups 0
PASSPASSPASSPASS
howto100m__Z-37OnNZpS4_p00 14 keys · complementary 0.93 · critic 1.00 · valid
This person is preparing to fold and decorate a functional origami paper toy, a highly unfamiliar task using materials they barely know. They work carefully through the steps to produce a recognizable toy that holds its shape, though they will tolerate minor folding mistakes to keep moving. Errors rattle them deeply, and they often feel the process dictates the outcome, yet they still hold a moderate desire to improve their folding skills. Highly skeptical of automated help, they want only direct action steps and will always verify advice before acting. If a mistake occurs, they try to self-correct and will challenge any outside feedback unless backed by hard evidence.
keyvalueorigingradetheory
task_goalFold and decorate a functional origami paper toy.inferredOTASK_CONTEXT
success_criterionA recognizable toy that holds its shape despite minor folding mistakes.synthetic ctxOTASK_CONTEXT
tool_familiaritybasicsampledOHUMAN_FACTORS
task_familiaritylowsampledOEXPERTISE
task_performance_risk_attituderisk_tolerantsampledCDOSPERT
dispositional_trust_in_automationlowsampledBTRUST_AUTOMATION
conscientiousnesshighsampledABFI2
competence_support_preferencemediumsampledBSDT
neuroticismhighsampledABFI2
causality_orientationimpersonalsampledBSDT
feedback_response_stylechallenge_with_evidencesampledCTRUST_AUTOMATION
error_recovery_styleself_correctsampledCHELP_SEEKING
automation_reliance_styleverify_before_actingsampledCAUTOMATION_USE
instruction_preferenceaction_onlysampledCCOGNITIVE_LOAD
narrative trace (5 sentences → source keys)
  • This person is preparing to fold and decorate a functional origami paper toy, a highly unfamiliar task using materials they barely know. context.task_goal, capability.task_familiarity, capability.tool_familiarity
  • They work carefully through the steps to produce a recognizable toy that holds its shape, though they will tolerate minor folding mistakes to keep moving. psychological.conscientiousness, context.success_criterion, psychological.task_performance_risk_attitude
  • Errors rattle them deeply, and they often feel the process dictates the outcome, yet they still hold a moderate desire to improve their folding skills. psychological.neuroticism, psychological.causality_orientation, psychological.competence_support_preference
  • Highly skeptical of automated help, they want only direct action steps and will always verify advice before acting. psychological.dispositional_trust_in_automation, behavior.instruction_preference, behavior.automation_reliance_style
  • If a mistake occurs, they try to self-correct and will challenge any outside feedback unless backed by hard evidence. behavior.error_recovery_style, behavior.feedback_response_style
howto100m__Z-37OnNZpS4_p01 14 keys · complementary 0.93 · critic 1.00 · valid
The user is preparing to create a decorated origami paper toy from scratch, aiming for a recognizable shape that holds its structure. While this is a highly unfamiliar task and they have only basic comfort with the materials, they follow steps very carefully because mistakes easily rattle them. Feeling that outcomes are somewhat out of their hands, they are willing to gamble quality for speed, showing a moderate interest in actually improving their skills. They inherently trust the assistant, preferring direct action steps and immediately acting on advice. If a mistake happens, they attempt to fix it themselves, but if the assistant corrects them, they will challenge the feedback using evidence.
keyvalueorigingradetheory
task_goalCreate a decorated origami paper toy from scratch.inferredOTASK_CONTEXT
success_criterionA recognizable, decorated paper toy that holds its structural shape.synthetic ctxOTASK_CONTEXT
tool_familiaritybasicsampledOHUMAN_FACTORS
task_familiaritylowsampledOEXPERTISE
task_performance_risk_attituderisk_tolerantsampledCDOSPERT
dispositional_trust_in_automationhighsampledBTRUST_AUTOMATION
conscientiousnesshighsampledABFI2
competence_support_preferencemediumsampledBSDT
neuroticismhighsampledABFI2
causality_orientationimpersonalsampledBSDT
feedback_response_stylechallenge_with_evidencesampledCTRUST_AUTOMATION
error_recovery_styleself_correctsampledCHELP_SEEKING
automation_reliance_styleaccept_directlysampledCAUTOMATION_USE
instruction_preferenceaction_onlysampledCCOGNITIVE_LOAD
narrative trace (5 sentences → source keys)
  • The user is preparing to create a decorated origami paper toy from scratch, aiming for a recognizable shape that holds its structure. context.task_goal, context.success_criterion
  • While this is a highly unfamiliar task and they have only basic comfort with the materials, they follow steps very carefully because mistakes easily rattle them. capability.task_familiarity, capability.tool_familiarity, psychological.conscientiousness, psychological.neuroticism
  • Feeling that outcomes are somewhat out of their hands, they are willing to gamble quality for speed, showing a moderate interest in actually improving their skills. psychological.causality_orientation, psychological.task_performance_risk_attitude, psychological.competence_support_preference
  • They inherently trust the assistant, preferring direct action steps and immediately acting on advice. psychological.dispositional_trust_in_automation, behavior.instruction_preference, behavior.automation_reliance_style
  • If a mistake happens, they attempt to fix it themselves, but if the assistant corrects them, they will challenge the feedback using evidence. behavior.error_recovery_style, behavior.feedback_response_style
howto100m__Z-37OnNZpS4_p02 15 keys · complementary 0.93 · critic 1.00 · valid
This person must fold and decorate an origami paper toy for their job, holding sole responsibility for the outcome. Though new to folding and doubtful they can pull it off, they fail to realize when they lack knowledge. They work loosely through steps and want the system to dictate their actions, readily agreeing with any given advice. Wanting to actually build their skills, they prefer instructions that provide only the direct actions. With moderate trust in the assistant, they seek specific hints rather than full answers, try to fix errors themselves, and test out corrections before accepting them.
keyvalueorigingradetheory
task_goalFold and decorate an origami paper toyinferredOTASK_CONTEXT
wearer_roleworkersynthetic ctxOROLE_CONTEXT
responsibility_targetselfsynthetic ctxOROLE_CONTEXT
procedural_skillnovicesampledOEXPERTISE
conscientiousnesslowsampledABFI2
agreeablenesshighsampledABFI2
task_self_efficacylowsampledASELF_EFFICACY
metacognitive_calibrationoverconfidentsampledBMETACOGNITION
competence_support_preferencehighsampledBSDT
causality_orientationcontrolledsampledBSDT
dispositional_trust_in_automationmidsampledBTRUST_AUTOMATION
instruction_preferenceaction_onlysampledCCOGNITIVE_LOAD
error_recovery_styleself_correctsampledCHELP_SEEKING
feedback_response_styletest_then_acceptsampledCTRUST_AUTOMATION
help_seeking_modeinstrumentalsampledBHELP_SEEKING
narrative trace (5 sentences → source keys)
  • This person must fold and decorate an origami paper toy for their job, holding sole responsibility for the outcome. context.task_goal, context.wearer_role, context.responsibility_target
  • Though new to folding and doubtful they can pull it off, they fail to realize when they lack knowledge. capability.procedural_skill, psychological.task_self_efficacy, psychological.metacognitive_calibration
  • They work loosely through steps and want the system to dictate their actions, readily agreeing with any given advice. psychological.conscientiousness, psychological.causality_orientation, psychological.agreeableness
  • Wanting to actually build their skills, they prefer instructions that provide only the direct actions. psychological.competence_support_preference, behavior.instruction_preference
  • With moderate trust in the assistant, they seek specific hints rather than full answers, try to fix errors themselves, and test out corrections before accepting them. psychological.dispositional_trust_in_automation, behavior.help_seeking_mode, behavior.error_recovery_style, behavior.feedback_response_style
howto100m__Z-37OnNZpS4_p03 15 keys · complementary 0.93 · critic 1.00 · valid
The person is preparing to fold and decorate a basic origami paper toy for their own work duties. Although their folding skills are clunky, they feel highly confident about succeeding and rarely realize when they lack knowledge. They work loosely through steps but genuinely want to improve, preferring the system to dictate their actions. While agreeable and moderately trusting of the assistant, they strictly want action-oriented instructions. Behaviorally, they avoid asking for help, attempt to fix mistakes independently, and always test corrections before accepting them.
keyvalueorigingradetheory
task_goalFold and decorate a basic origami paper toyinferredOTASK_CONTEXT
wearer_roleworkersynthetic ctxOROLE_CONTEXT
responsibility_targetselfsynthetic ctxOROLE_CONTEXT
procedural_skillnovicesampledOEXPERTISE
conscientiousnesslowsampledABFI2
agreeablenesshighsampledABFI2
task_self_efficacyhighsampledASELF_EFFICACY
metacognitive_calibrationoverconfidentsampledBMETACOGNITION
competence_support_preferencehighsampledBSDT
causality_orientationcontrolledsampledBSDT
dispositional_trust_in_automationmidsampledBTRUST_AUTOMATION
instruction_preferenceaction_onlysampledCCOGNITIVE_LOAD
error_recovery_styleself_correctsampledCHELP_SEEKING
feedback_response_styletest_then_acceptsampledCTRUST_AUTOMATION
help_seeking_modeavoidantsampledBHELP_SEEKING
narrative trace (5 sentences → source keys)
  • The person is preparing to fold and decorate a basic origami paper toy for their own work duties. context.task_goal, context.wearer_role, context.responsibility_target
  • Although their folding skills are clunky, they feel highly confident about succeeding and rarely realize when they lack knowledge. capability.procedural_skill, psychological.task_self_efficacy, psychological.metacognitive_calibration
  • They work loosely through steps but genuinely want to improve, preferring the system to dictate their actions. psychological.conscientiousness, psychological.competence_support_preference, psychological.causality_orientation
  • While agreeable and moderately trusting of the assistant, they strictly want action-oriented instructions. psychological.agreeableness, psychological.dispositional_trust_in_automation, behavior.instruction_preference
  • Behaviorally, they avoid asking for help, attempt to fix mistakes independently, and always test corrections before accepting them. behavior.help_seeking_mode, behavior.error_recovery_style, behavior.feedback_response_style
howto100m__Z-37OnNZpS4_p04 14 keys · complementary 0.93 · critic 1.00 · valid
This person is preparing to fold and decorate a complex origami paper toy for display, aiming for a flawless final piece that outshines standard beginner designs. Though they have a fair grasp of the folding steps, they overestimate their actual abilities and feel pressured to follow rigid external expectations. Because they just want the task done rather than improving their craft, they will ask for the exact solution when stuck instead of a hint. They prefer to have the rationale explained before receiving instructions, and while they avoid automated help unless strictly needed, they readily accept corrections. Mistakes rarely rattle them, but their immediate reaction to any error is to completely restart the project.
keyvalueorigingradetheory
task_goalFold and decorate a complex origami paper toy for display.inferredOTASK_CONTEXT
success_criterionThe toy looks flawless and more impressive than standard beginner designs.synthetic ctxOTASK_CONTEXT
procedural_skillintermediatesampledOEXPERTISE
causality_orientationcontrolledsampledBSDT
competence_support_preferencelowsampledBSDT
regulatory_focuspromotionsampledAREGULATORY_FOCUS
neuroticismlowsampledABFI2
achievement_goal_orientationperformance_approachsampledAACHIEVEMENT_2X2
metacognitive_calibrationoverconfidentsampledBMETACOGNITION
feedback_response_styleacceptsampledCTRUST_AUTOMATION
help_seeking_modeexecutivesampledBHELP_SEEKING
instruction_preferenceexplanation_firstsampledCCOGNITIVE_LOAD
error_recovery_stylerestartsampledCHELP_SEEKING
automation_reliance_styleavoid_unless_neededsampledCAUTOMATION_USE
narrative trace (5 sentences → source keys)
  • This person is preparing to fold and decorate a complex origami paper toy for display, aiming for a flawless final piece that outshines standard beginner designs. context.task_goal, context.success_criterion, psychological.regulatory_focus, psychological.achievement_goal_orientation
  • Though they have a fair grasp of the folding steps, they overestimate their actual abilities and feel pressured to follow rigid external expectations. capability.procedural_skill, psychological.metacognitive_calibration, psychological.causality_orientation
  • Because they just want the task done rather than improving their craft, they will ask for the exact solution when stuck instead of a hint. psychological.competence_support_preference, behavior.help_seeking_mode
  • They prefer to have the rationale explained before receiving instructions, and while they avoid automated help unless strictly needed, they readily accept corrections. behavior.instruction_preference, behavior.automation_reliance_style, behavior.feedback_response_style
  • Mistakes rarely rattle them, but their immediate reaction to any error is to completely restart the project. psychological.neuroticism, behavior.error_recovery_style
howto100m__Z-37OnNZpS4_p05 15 keys · complementary 0.93 · critic 1.00 · valid
As a learner, they aim to fold and decorate an origami paper toy without making irreversible mistakes, a somewhat familiar process using tools they handle fluently. They work loosely through the steps and get moderately flustered by errors, driven primarily by a fear of doing it incorrectly while insisting on making their own decisions. Balancing a desire to improve their skills with getting it done, they want direct action steps with brief reasons, though they remain highly skeptical of outside input. When things go wrong, they ask for hints rather than full answers, always verifying advice and testing corrections before accepting them.
keyvalueorigingradetheory
task_goalFold and decorate an origami paper toy without making irreversible mistakes.inferredOTASK_CONTEXT
wearer_rolelearnersynthetic ctxOROLE_CONTEXT
task_familiaritymediumsampledOEXPERTISE
tool_familiarityfluentsampledOHUMAN_FACTORS
competence_support_preferencemediumsampledBSDT
achievement_goal_orientationmastery_avoidancesampledAACHIEVEMENT_2X2
neuroticismmidsampledABFI2
agreeablenesslowsampledABFI2
conscientiousnesslowsampledABFI2
causality_orientationautonomysampledBSDT
help_seeking_modeinstrumentalsampledBHELP_SEEKING
error_recovery_styleseek_hintsampledCHELP_SEEKING
feedback_response_styletest_then_acceptsampledCTRUST_AUTOMATION
automation_reliance_styleverify_before_actingsampledCAUTOMATION_USE
instruction_preferenceaction_first_with_brief_rationalesampledCCOGNITIVE_LOAD
narrative trace (4 sentences → source keys)
  • As a learner, they aim to fold and decorate an origami paper toy without making irreversible mistakes, a somewhat familiar process using tools they handle fluently. context.wearer_role, context.task_goal, capability.task_familiarity, capability.tool_familiarity
  • They work loosely through the steps and get moderately flustered by errors, driven primarily by a fear of doing it incorrectly while insisting on making their own decisions. psychological.conscientiousness, psychological.neuroticism, psychological.achievement_goal_orientation, psychological.causality_orientation
  • Balancing a desire to improve their skills with getting it done, they want direct action steps with brief reasons, though they remain highly skeptical of outside input. psychological.competence_support_preference, behavior.instruction_preference, psychological.agreeableness
  • When things go wrong, they ask for hints rather than full answers, always verifying advice and testing corrections before accepting them. behavior.error_recovery_style, behavior.help_seeking_mode, behavior.automation_reliance_style, behavior.feedback_response_style
howto100m__Z-37OnNZpS4_p06 13 keys · complementary 0.92 · critic 1.00 · valid
This person is preparing to carefully fold and decorate an origami toy following exact steps, an outcome that matters to their team. While they carry out the folding steps with moderate smoothness, they feel only somewhat confident about pulling it off. Rather than just getting it done, they want encouragement to genuinely improve their skills, defining success as completely mastering the craft. Focusing heavily on avoiding mistakes, they get moderately rattled by errors, yet they accurately recognize when they lack knowledge. They demand instructions step-by-step, avoiding outside advice unless completely stuck. If a fold goes wrong, they will completely restart the project, and if corrected, they will challenge the feedback by demanding proof.
keyvalueorigingradetheory
task_goalCarefully fold and decorate an origami toy following exact steps.inferredOTASK_CONTEXT
responsibility_targetteamsynthetic ctxOROLE_CONTEXT
procedural_skillintermediatesampledOEXPERTISE
competence_support_preferencehighsampledBSDT
task_self_efficacymidsampledASELF_EFFICACY
regulatory_focuspreventionsampledAREGULATORY_FOCUS
neuroticismmidsampledABFI2
achievement_goal_orientationmastery_approachsampledAACHIEVEMENT_2X2
metacognitive_calibrationcalibratedsampledBMETACOGNITION
automation_reliance_styleavoid_unless_neededsampledCAUTOMATION_USE
instruction_preferencestep_by_stepsampledCCOGNITIVE_LOAD
error_recovery_stylerestartsampledCHELP_SEEKING
feedback_response_stylechallenge_with_evidencesampledCTRUST_AUTOMATION
narrative trace (6 sentences → source keys)
  • This person is preparing to carefully fold and decorate an origami toy following exact steps, an outcome that matters to their team. context.task_goal, context.responsibility_target
  • While they carry out the folding steps with moderate smoothness, they feel only somewhat confident about pulling it off. capability.procedural_skill, psychological.task_self_efficacy
  • Rather than just getting it done, they want encouragement to genuinely improve their skills, defining success as completely mastering the craft. psychological.competence_support_preference, psychological.achievement_goal_orientation
  • Focusing heavily on avoiding mistakes, they get moderately rattled by errors, yet they accurately recognize when they lack knowledge. psychological.regulatory_focus, psychological.neuroticism, psychological.metacognitive_calibration
  • They demand instructions step-by-step, avoiding outside advice unless completely stuck. behavior.instruction_preference, behavior.automation_reliance_style
  • If a fold goes wrong, they will completely restart the project, and if corrected, they will challenge the feedback by demanding proof. behavior.error_recovery_style, behavior.feedback_response_style
howto100m__Z-37OnNZpS4_p07 14 keys · complementary 0.93 · critic 0.90 · valid
As a parent, they are highly familiar with accurately folding and creatively decorating a complex origami paper toy, possessing expert-level physical dexterity. Despite wanting to truly master the craft and improve their technique, they feel extremely doubtful about succeeding and severely underestimate their actual knowledge. They balance speed with quality and experience moderate stress over errors, yet they work through the folds quite loosely. They actively avoid asking for assistance, but when provided with guidance, they apply it immediately without verification, strongly preferring directions that state the action first with a brief rationale.
keyvalueorigingradetheory
task_goalAccurately fold and creatively decorate a complex origami paper toyinferredOTASK_CONTEXT
wearer_roleparentsynthetic ctxOROLE_CONTEXT
task_familiarityhighsampledOEXPERTISE
procedural_skillexpertsampledOEXPERTISE
achievement_goal_orientationmastery_approachsampledAACHIEVEMENT_2X2
metacognitive_calibrationunderconfidentsampledBMETACOGNITION
task_self_efficacylowsampledASELF_EFFICACY
neuroticismmidsampledABFI2
competence_support_preferencehighsampledBSDT
conscientiousnesslowsampledABFI2
task_performance_risk_attitudebalancedsampledCDOSPERT
help_seeking_modeavoidantsampledBHELP_SEEKING
automation_reliance_styleaccept_directlysampledCAUTOMATION_USE
instruction_preferenceaction_first_with_brief_rationalesampledCCOGNITIVE_LOAD
narrative trace (4 sentences → source keys)
  • As a parent, they are highly familiar with accurately folding and creatively decorating a complex origami paper toy, possessing expert-level physical dexterity. context.wearer_role, context.task_goal, capability.task_familiarity, capability.procedural_skill
  • Despite wanting to truly master the craft and improve their technique, they feel extremely doubtful about succeeding and severely underestimate their actual knowledge. psychological.achievement_goal_orientation, psychological.competence_support_preference, psychological.task_self_efficacy, psychological.metacognitive_calibration
  • They balance speed with quality and experience moderate stress over errors, yet they work through the folds quite loosely. psychological.task_performance_risk_attitude, psychological.neuroticism, psychological.conscientiousness
  • They actively avoid asking for assistance, but when provided with guidance, they apply it immediately without verification, strongly preferring directions that state the action first with a brief rationale. behavior.help_seeking_mode, behavior.automation_reliance_style, behavior.instruction_preference
wearable-ai · Sports · experiential
practice field hockey stickhandling
affordances (filter view)
skill_demand 0.95tool_use 0.95task_performance_risk 0.80alternative_strategy_opportunity 0.85assistant_recommendation_opportunity 0.75
must never appear in a persona
  • the specific path taken through the house
  • the color of the ball
  • the specific surfaces practiced on
  • the inspection of the stick
batch diversity
mean Gower 0.574 · min 0.512 · counterfactual pairs 2 · dups 0
PASSPASSPASSPASS
wearable-ai__84bdfd2003c046f1_p00 15 keys · complementary 0.93 · critic 1.00 · valid
Practicing field hockey stickhandling as a required duty, the wearer finds the task somewhat familiar. They consider the task successful if they execute the drills without losing the ball, driven by a need to avoid obvious mistakes rather than a deep desire to master the sport. Highly resistant to new techniques and naturally skeptical of the assistant, they rarely accept advice without hesitation. Though accurately aware of their own skill limits, they avoid asking for help, preferring only to request predictions about upcoming challenges. When guided, they require explanations before instructions, verify all advice before acting, and demand concrete evidence if corrected.
keyvalueorigingradetheory
task_goalPractice field hockey stickhandling to avoid losing control during team drills.inferredOTASK_CONTEXT
success_criterionExecuting the stickhandling drills without losing the ball or making obvious mistakes.synthetic ctxOTASK_CONTEXT
wearer_roleworkersynthetic ctxOROLE_CONTEXT
task_familiaritymediumsampledOEXPERTISE
competence_support_preferencemediumsampledBSDT
achievement_goal_orientationperformance_avoidancesampledAACHIEVEMENT_2X2
agreeablenessmidsampledABFI2
metacognitive_calibrationcalibratedsampledBMETACOGNITION
dispositional_trust_in_automationlowsampledBTRUST_AUTOMATION
opennesslowsampledABFI2
feedback_response_stylechallenge_with_evidencesampledCTRUST_AUTOMATION
automation_reliance_styleverify_before_actingsampledCAUTOMATION_USE
instruction_preferenceexplanation_firstsampledCCOGNITIVE_LOAD
help_seeking_modeavoidantsampledBHELP_SEEKING
inquiry_strategypredictivesampledCNFC
narrative trace (5 sentences → source keys)
  • Practicing field hockey stickhandling as a required duty, the wearer finds the task somewhat familiar. context.task_goal, context.wearer_role, capability.task_familiarity
  • They consider the task successful if they execute the drills without losing the ball, driven by a need to avoid obvious mistakes rather than a deep desire to master the sport. context.success_criterion, psychological.achievement_goal_orientation, psychological.competence_support_preference
  • Highly resistant to new techniques and naturally skeptical of the assistant, they rarely accept advice without hesitation. psychological.openness, psychological.dispositional_trust_in_automation, psychological.agreeableness
  • Though accurately aware of their own skill limits, they avoid asking for help, preferring only to request predictions about upcoming challenges. psychological.metacognitive_calibration, behavior.help_seeking_mode, behavior.inquiry_strategy
  • When guided, they require explanations before instructions, verify all advice before acting, and demand concrete evidence if corrected. behavior.instruction_preference, behavior.automation_reliance_style, behavior.feedback_response_style
wearable-ai__84bdfd2003c046f1_p01 15 keys · complementary 0.93 · critic 0.90 · valid
Tasked with completing standard field hockey stickhandling drills for their employer, they aim to execute the movements without losing control or making noticeable mistakes. They are somewhat familiar with the routine and accurately judge their own skill limits, but strongly resist trying new techniques. Balancing a moderate desire to improve with simply finishing, they actively avoid asking for help and instead try to predict upcoming steps. They want the reasoning behind instructions explained first, yet they highly trust the assistant and will immediately act on its guidance. While moderately willing to go along with general advice, they will challenge any direct corrections by demanding evidence.
keyvalueorigingradetheory
task_goalComplete a set of standard field hockey stickhandling drills.inferredOTASK_CONTEXT
success_criterionExecute the drills without losing control or making noticeable mistakes.synthetic ctxOTASK_CONTEXT
wearer_roleworkersynthetic ctxOROLE_CONTEXT
task_familiaritymediumsampledOEXPERTISE
competence_support_preferencemediumsampledBSDT
achievement_goal_orientationperformance_avoidancesampledAACHIEVEMENT_2X2
agreeablenessmidsampledABFI2
metacognitive_calibrationcalibratedsampledBMETACOGNITION
dispositional_trust_in_automationhighsampledBTRUST_AUTOMATION
opennesslowsampledABFI2
feedback_response_stylechallenge_with_evidencesampledCTRUST_AUTOMATION
automation_reliance_styleaccept_directlysampledCAUTOMATION_USE
instruction_preferenceexplanation_firstsampledCCOGNITIVE_LOAD
help_seeking_modeavoidantsampledBHELP_SEEKING
inquiry_strategypredictivesampledCNFC
narrative trace (5 sentences → source keys)
  • Tasked with completing standard field hockey stickhandling drills for their employer, they aim to execute the movements without losing control or making noticeable mistakes. context.wearer_role, context.task_goal, context.success_criterion, psychological.achievement_goal_orientation
  • They are somewhat familiar with the routine and accurately judge their own skill limits, but strongly resist trying new techniques. capability.task_familiarity, psychological.metacognitive_calibration, psychological.openness
  • Balancing a moderate desire to improve with simply finishing, they actively avoid asking for help and instead try to predict upcoming steps. psychological.competence_support_preference, behavior.help_seeking_mode, behavior.inquiry_strategy
  • They want the reasoning behind instructions explained first, yet they highly trust the assistant and will immediately act on its guidance. behavior.instruction_preference, psychological.dispositional_trust_in_automation, behavior.automation_reliance_style
  • While moderately willing to go along with general advice, they will challenge any direct corrections by demanding evidence. psychological.agreeableness, behavior.feedback_response_style
wearable-ai__84bdfd2003c046f1_p02 15 keys · complementary 0.93 · critic 1.00 · valid
This person is highly familiar with field hockey but is refining their stickhandling technique to avoid developing bad mechanical habits. While their physical execution is intermediate and they approach drills rather loosely, they view success as mastering the skill with perfect form and zero unforced errors. They prefer to direct their own practice and possess a deep appetite for understanding why things work, demanding thorough explanations before receiving instructions, while remaining only moderately rattled by mistakes. When seeking help, they request complete solutions and explore hypothetical alternative movements. They will immediately implement automated guidance, yet they will challenge any corrections unless presented with clear evidence.
keyvalueorigingradetheory
task_goalRefine field hockey stickhandling technique to prevent developing bad mechanical habitsinferredOTASK_CONTEXT
success_criterionExecuting drills with proper form and zero unforced errorssynthetic ctxOTASK_CONTEXT
task_familiarityhighsampledOEXPERTISE
procedural_skillintermediatesampledOEXPERTISE
neuroticismmidsampledABFI2
achievement_goal_orientationmastery_approachsampledAACHIEVEMENT_2X2
causality_orientationautonomysampledBSDT
need_for_cognitionhighsampledANFC
regulatory_focuspreventionsampledAREGULATORY_FOCUS
conscientiousnesslowsampledABFI2
feedback_response_stylechallenge_with_evidencesampledCTRUST_AUTOMATION
inquiry_strategycounterfactualsampledCNFC
automation_reliance_styleaccept_directlysampledCAUTOMATION_USE
help_seeking_modeexecutivesampledBHELP_SEEKING
instruction_preferenceexplanation_firstsampledCCOGNITIVE_LOAD
narrative trace (5 sentences → source keys)
  • This person is highly familiar with field hockey but is refining their stickhandling technique to avoid developing bad mechanical habits. capability.task_familiarity, context.task_goal, psychological.regulatory_focus
  • While their physical execution is intermediate and they approach drills rather loosely, they view success as mastering the skill with perfect form and zero unforced errors. capability.procedural_skill, psychological.conscientiousness, context.success_criterion, psychological.achievement_goal_orientation
  • They prefer to direct their own practice and possess a deep appetite for understanding why things work, demanding thorough explanations before receiving instructions, while remaining only moderately rattled by mistakes. psychological.causality_orientation, psychological.need_for_cognition, behavior.instruction_preference, psychological.neuroticism
  • When seeking help, they request complete solutions and explore hypothetical alternative movements. behavior.help_seeking_mode, behavior.inquiry_strategy
  • They will immediately implement automated guidance, yet they will challenge any corrections unless presented with clear evidence. behavior.automation_reliance_style, behavior.feedback_response_style
wearable-ai__84bdfd2003c046f1_p03 15 keys · complementary 0.93 · critic 1.00 · valid
This person is preparing to practice field hockey stickhandling to refine their technique, aiming to complete drills without critical errors. While the routine is highly familiar, their execution is only moderately smooth, and they tend to work through the steps rather loosely. Driven to master the skill while actively avoiding mistakes, they strongly prefer to direct their own practice. Having little patience for underlying reasons, they want only direct action steps and will ask for exact solutions rather than hints when stuck. They act on advice immediately without verifying it, but if corrected, they will argue back unless provided with clear evidence. They often explore hypothetical alternative actions and become moderately rattled when uncertainty or errors arise.
keyvalueorigingradetheory
task_goalPractice field hockey stickhandling to refine control and technique.inferredOTASK_CONTEXT
success_criterionComplete the drills without making critical stickhandling errors.synthetic ctxOTASK_CONTEXT
task_familiarityhighsampledOEXPERTISE
procedural_skillintermediatesampledOEXPERTISE
neuroticismmidsampledABFI2
achievement_goal_orientationmastery_approachsampledAACHIEVEMENT_2X2
causality_orientationautonomysampledBSDT
need_for_cognitionlowsampledANFC
regulatory_focuspreventionsampledAREGULATORY_FOCUS
conscientiousnesslowsampledABFI2
feedback_response_stylechallenge_with_evidencesampledCTRUST_AUTOMATION
inquiry_strategycounterfactualsampledCNFC
automation_reliance_styleaccept_directlysampledCAUTOMATION_USE
help_seeking_modeexecutivesampledBHELP_SEEKING
instruction_preferenceaction_onlysampledCCOGNITIVE_LOAD
narrative trace (6 sentences → source keys)
  • This person is preparing to practice field hockey stickhandling to refine their technique, aiming to complete drills without critical errors. context.task_goal, context.success_criterion
  • While the routine is highly familiar, their execution is only moderately smooth, and they tend to work through the steps rather loosely. capability.task_familiarity, capability.procedural_skill, psychological.conscientiousness
  • Driven to master the skill while actively avoiding mistakes, they strongly prefer to direct their own practice. psychological.achievement_goal_orientation, psychological.regulatory_focus, psychological.causality_orientation
  • Having little patience for underlying reasons, they want only direct action steps and will ask for exact solutions rather than hints when stuck. psychological.need_for_cognition, behavior.instruction_preference, behavior.help_seeking_mode
  • They act on advice immediately without verifying it, but if corrected, they will argue back unless provided with clear evidence. behavior.automation_reliance_style, behavior.feedback_response_style
  • They often explore hypothetical alternative actions and become moderately rattled when uncertainty or errors arise. behavior.inquiry_strategy, psychological.neuroticism
wearable-ai__84bdfd2003c046f1_p04 13 keys · complementary 0.92 · critic 1.00 · valid
The goal is to complete a basic field hockey stickhandling practice session without making too many fundamental mistakes. While highly comfortable holding the equipment, they struggle to execute the actual drills smoothly. They want to be told exactly what to do without needing to understand the underlying theory, primarily focused on avoiding a failure to master the movements. Eager to achieve a good result but feeling entirely dependent on external direction, they constantly doubt their own knowledge. When unsure, they will seek targeted hints to clarify the steps and will immediately accept any corrections given.
keyvalueorigingradetheory
task_goalComplete a basic field hockey stickhandling practice session.inferredOTASK_CONTEXT
success_criterionFinishing the basic drills without making too many fundamental mistakes.synthetic ctxOTASK_CONTEXT
procedural_skillnovicesampledOEXPERTISE
tool_familiarityfluentsampledOHUMAN_FACTORS
regulatory_focuspromotionsampledAREGULATORY_FOCUS
metacognitive_calibrationunderconfidentsampledBMETACOGNITION
causality_orientationimpersonalsampledBSDT
need_for_cognitionlowsampledANFC
achievement_goal_orientationmastery_avoidancesampledAACHIEVEMENT_2X2
autonomy_support_preferencelowsampledBSDT
feedback_response_styleacceptsampledCTRUST_AUTOMATION
help_seeking_modeinstrumentalsampledBHELP_SEEKING
inquiry_strategyclarificationsampledCNFC
narrative trace (5 sentences → source keys)
  • The goal is to complete a basic field hockey stickhandling practice session without making too many fundamental mistakes. context.task_goal, context.success_criterion
  • While highly comfortable holding the equipment, they struggle to execute the actual drills smoothly. capability.tool_familiarity, capability.procedural_skill
  • They want to be told exactly what to do without needing to understand the underlying theory, primarily focused on avoiding a failure to master the movements. psychological.autonomy_support_preference, psychological.need_for_cognition, psychological.achievement_goal_orientation
  • Eager to achieve a good result but feeling entirely dependent on external direction, they constantly doubt their own knowledge. psychological.regulatory_focus, psychological.causality_orientation, psychological.metacognitive_calibration
  • When unsure, they will seek targeted hints to clarify the steps and will immediately accept any corrections given. behavior.help_seeking_mode, behavior.inquiry_strategy, behavior.feedback_response_style
wearable-ai__84bdfd2003c046f1_p05 15 keys · complementary 0.93 · critic 1.00 · valid
Practicing for their own benefit, the user aims to master fundamental field hockey stickhandling techniques. Though the activity feels unfamiliar, they execute physical movements with smooth precision and maintain a steady balance between speed and quality. Driven to avoid mistakes and demonstrate high competence, they are very cooperative and inherently trust the assistant's guidance. They appreciate a mix of options and direct instruction but resist trying unconventional methods. When needing help, they request complete answers delivered step-by-step, always wanting to know the underlying causes behind the advice. If given a correction, they will physically test the adjustment before fully adopting it.
keyvalueorigingradetheory
task_goalPractice field hockey stickhandling to master fundamental control techniques.inferredOTASK_CONTEXT
wearer_roleself_usersynthetic ctxOROLE_CONTEXT
task_familiaritylowsampledOEXPERTISE
procedural_skillexpertsampledOEXPERTISE
autonomy_support_preferencemediumsampledBSDT
regulatory_focuspreventionsampledAREGULATORY_FOCUS
dispositional_trust_in_automationhighsampledBTRUST_AUTOMATION
achievement_goal_orientationperformance_approachsampledAACHIEVEMENT_2X2
opennesslowsampledABFI2
agreeablenesshighsampledABFI2
task_performance_risk_attitudebalancedsampledCDOSPERT
inquiry_strategycausalsampledCNFC
help_seeking_modeexecutivesampledBHELP_SEEKING
feedback_response_styletest_then_acceptsampledCTRUST_AUTOMATION
instruction_preferencestep_by_stepsampledCCOGNITIVE_LOAD
narrative trace (6 sentences → source keys)
  • Practicing for their own benefit, the user aims to master fundamental field hockey stickhandling techniques. context.wearer_role, context.task_goal
  • Though the activity feels unfamiliar, they execute physical movements with smooth precision and maintain a steady balance between speed and quality. capability.task_familiarity, capability.procedural_skill, psychological.task_performance_risk_attitude
  • Driven to avoid mistakes and demonstrate high competence, they are very cooperative and inherently trust the assistant's guidance. psychological.regulatory_focus, psychological.achievement_goal_orientation, psychological.agreeableness, psychological.dispositional_trust_in_automation
  • They appreciate a mix of options and direct instruction but resist trying unconventional methods. psychological.autonomy_support_preference, psychological.openness
  • When needing help, they request complete answers delivered step-by-step, always wanting to know the underlying causes behind the advice. behavior.help_seeking_mode, behavior.instruction_preference, behavior.inquiry_strategy
  • If given a correction, they will physically test the adjustment before fully adopting it. behavior.feedback_response_style
wearable-ai__84bdfd2003c046f1_p06 14 keys · complementary 0.93 · critic 1.00 · valid
They are practicing field hockey stickhandling for their employer, a highly routine task where the outcome matters to a shared group. Using an unfamiliar stick makes them highly anxious, and they view success entirely as avoiding embarrassing errors. Instead of seeking to improve their skills, they just want to finish the job while retaining decision-making control, preferring flexible options over direct commands. Because they accurately recognize their own knowledge gaps, they avoid relying on automated advice unless absolutely necessary. If they do seek help, they request specific evidence and partial hints to guide them, rather than wanting the complete solution handed over.
keyvalueorigingradetheory
task_goalPractice field hockey stickhandling with an unfamiliar stick without making errors.inferredOTASK_CONTEXT
wearer_roleworkersynthetic ctxOROLE_CONTEXT
responsibility_targetsharedsynthetic ctxOROLE_CONTEXT
task_familiarityhighsampledOEXPERTISE
tool_familiarityunfamiliarsampledOHUMAN_FACTORS
causality_orientationautonomysampledBSDT
achievement_goal_orientationperformance_avoidancesampledAACHIEVEMENT_2X2
competence_support_preferencelowsampledBSDT
autonomy_support_preferencehighsampledBSDT
metacognitive_calibrationcalibratedsampledBMETACOGNITION
neuroticismhighsampledABFI2
automation_reliance_styleavoid_unless_neededsampledCAUTOMATION_USE
inquiry_strategyevidence_seekingsampledCNFC
help_seeking_modeinstrumentalsampledBHELP_SEEKING
narrative trace (5 sentences → source keys)
  • They are practicing field hockey stickhandling for their employer, a highly routine task where the outcome matters to a shared group. context.task_goal, context.wearer_role, capability.task_familiarity, context.responsibility_target
  • Using an unfamiliar stick makes them highly anxious, and they view success entirely as avoiding embarrassing errors. capability.tool_familiarity, psychological.neuroticism, psychological.achievement_goal_orientation
  • Instead of seeking to improve their skills, they just want to finish the job while retaining decision-making control, preferring flexible options over direct commands. psychological.competence_support_preference, psychological.causality_orientation, psychological.autonomy_support_preference
  • Because they accurately recognize their own knowledge gaps, they avoid relying on automated advice unless absolutely necessary. psychological.metacognitive_calibration, behavior.automation_reliance_style
  • If they do seek help, they request specific evidence and partial hints to guide them, rather than wanting the complete solution handed over. behavior.inquiry_strategy, behavior.help_seeking_mode
wearable-ai__84bdfd2003c046f1_p07 14 keys · complementary 0.93 · critic 1.00 · valid
Preparing to refine advanced field hockey stickhandling techniques, they aim to maintain seamless control during rapid, complex directional changes. They execute the physical movements with expert smoothness, though the routine feels only moderately familiar. Driven by external pressures, they work with moderate carefulness, equally focused on making great plays and avoiding errors to truly master the skill. Highly open to trying unconventional methods, they are nevertheless quite resistant to advice. Despite average baseline trust in the assistant, they implement suggestions immediately without checking them. They prefer direct action steps with a brief rationale, and ask questions primarily to uncover the causes behind technical feedback.
keyvalueorigingradetheory
task_goalRefine advanced field hockey stickhandling techniques.inferredOTASK_CONTEXT
success_criterionMaintaining seamless control during rapid complex directional changes.synthetic ctxOTASK_CONTEXT
procedural_skillexpertsampledOEXPERTISE
task_familiaritymediumsampledOEXPERTISE
conscientiousnessmidsampledABFI2
regulatory_focusbalancedsampledAREGULATORY_FOCUS
opennesshighsampledABFI2
agreeablenesslowsampledABFI2
dispositional_trust_in_automationmidsampledBTRUST_AUTOMATION
achievement_goal_orientationmastery_approachsampledAACHIEVEMENT_2X2
causality_orientationcontrolledsampledBSDT
instruction_preferenceaction_first_with_brief_rationalesampledCCOGNITIVE_LOAD
inquiry_strategycausalsampledCNFC
automation_reliance_styleaccept_directlysampledCAUTOMATION_USE
narrative trace (6 sentences → source keys)
  • Preparing to refine advanced field hockey stickhandling techniques, they aim to maintain seamless control during rapid, complex directional changes. context.task_goal, context.success_criterion
  • They execute the physical movements with expert smoothness, though the routine feels only moderately familiar. capability.procedural_skill, capability.task_familiarity
  • Driven by external pressures, they work with moderate carefulness, equally focused on making great plays and avoiding errors to truly master the skill. psychological.causality_orientation, psychological.conscientiousness, psychological.regulatory_focus, psychological.achievement_goal_orientation
  • Highly open to trying unconventional methods, they are nevertheless quite resistant to advice. psychological.openness, psychological.agreeableness
  • Despite average baseline trust in the assistant, they implement suggestions immediately without checking them. psychological.dispositional_trust_in_automation, behavior.automation_reliance_style
  • They prefer direct action steps with a brief rationale, and ask questions primarily to uncover the causes behind technical feedback. behavior.instruction_preference, behavior.inquiry_strategy
wearable-ai · Sightseeing · experiential
working on a laptop
affordances (filter view)
tool_use 1.00skill_demand 0.90task_performance_risk 0.80assistant_recommendation_opportunity 0.70alternative_strategy_opportunity 0.60
must never appear in a persona
  • the specific content displayed on the laptop screen
  • the exact text being typed
  • the specific moments the person looks away from the screen
batch diversity
mean Gower 0.584 · min 0.572 · counterfactual pairs 2 · dups 0
PASSPASSPASSPASS
wearable-ai__89da98922957d8ff_p00 14 keys · complementary 0.93 · critic 1.00 · valid
They are automating a repetitive data processing workflow using new software tools to deliver results for a customer. Although highly familiar with this routine, they are clumsy with the actual steps and tend to overestimate their abilities. They work with moderate care, balancing the desire for success against avoiding failure, but are willing to risk quality for speed. Preferring a mix of guidance and choice, they are highly skeptical of automated tools and will thoroughly verify any advice before acting. They prefer receiving straightforward action steps, though they often ask about the underlying causes of how the system works. If corrected during the task, they simply accept the feedback and move on.
keyvalueorigingradetheory
task_goalAutomate a repetitive data processing workflow using new software tools.inferredOTASK_CONTEXT
responsibility_targetcustomersynthetic ctxOROLE_CONTEXT
procedural_skillnovicesampledOEXPERTISE
task_familiarityhighsampledOEXPERTISE
autonomy_support_preferencemediumsampledBSDT
dispositional_trust_in_automationlowsampledBTRUST_AUTOMATION
conscientiousnessmidsampledABFI2
metacognitive_calibrationoverconfidentsampledBMETACOGNITION
regulatory_focusbalancedsampledAREGULATORY_FOCUS
task_performance_risk_attituderisk_tolerantsampledCDOSPERT
feedback_response_styleacceptsampledCTRUST_AUTOMATION
inquiry_strategycausalsampledCNFC
automation_reliance_styleverify_before_actingsampledCAUTOMATION_USE
instruction_preferenceaction_onlysampledCCOGNITIVE_LOAD
narrative trace (6 sentences → source keys)
  • They are automating a repetitive data processing workflow using new software tools to deliver results for a customer. context.task_goal, context.responsibility_target
  • Although highly familiar with this routine, they are clumsy with the actual steps and tend to overestimate their abilities. capability.task_familiarity, capability.procedural_skill, psychological.metacognitive_calibration
  • They work with moderate care, balancing the desire for success against avoiding failure, but are willing to risk quality for speed. psychological.conscientiousness, psychological.regulatory_focus, psychological.task_performance_risk_attitude
  • Preferring a mix of guidance and choice, they are highly skeptical of automated tools and will thoroughly verify any advice before acting. psychological.autonomy_support_preference, psychological.dispositional_trust_in_automation, behavior.automation_reliance_style
  • They prefer receiving straightforward action steps, though they often ask about the underlying causes of how the system works. behavior.instruction_preference, behavior.inquiry_strategy
  • If corrected during the task, they simply accept the feedback and move on. behavior.feedback_response_style
wearable-ai__89da98922957d8ff_p01 14 keys · complementary 0.93 · critic 1.00 · valid
The person is about to format a complex document for a customer using unfamiliar layout design software. Although the overall process feels highly familiar to them, their actual execution of the steps is quite clumsy. They work with average carefulness, balancing the pursuit of success with avoiding failure, but are willing to gamble quality for speed due to overestimating their own knowledge. While they appreciate a mix of choices and direction, their high baseline trust in the assistant means they apply advice immediately without checking. They prefer receiving bare-bones action steps but like to understand why things happen, and they will readily accept any corrections if they make mistakes.
keyvalueorigingradetheory
task_goalFormat a complex document using unfamiliar layout design software.inferredOTASK_CONTEXT
responsibility_targetcustomersynthetic ctxOROLE_CONTEXT
procedural_skillnovicesampledOEXPERTISE
task_familiarityhighsampledOEXPERTISE
autonomy_support_preferencemediumsampledBSDT
dispositional_trust_in_automationhighsampledBTRUST_AUTOMATION
conscientiousnessmidsampledABFI2
metacognitive_calibrationoverconfidentsampledBMETACOGNITION
regulatory_focusbalancedsampledAREGULATORY_FOCUS
task_performance_risk_attituderisk_tolerantsampledCDOSPERT
feedback_response_styleacceptsampledCTRUST_AUTOMATION
inquiry_strategycausalsampledCNFC
automation_reliance_styleaccept_directlysampledCAUTOMATION_USE
instruction_preferenceaction_onlysampledCCOGNITIVE_LOAD
narrative trace (5 sentences → source keys)
  • The person is about to format a complex document for a customer using unfamiliar layout design software. context.task_goal, context.responsibility_target
  • Although the overall process feels highly familiar to them, their actual execution of the steps is quite clumsy. capability.task_familiarity, capability.procedural_skill
  • They work with average carefulness, balancing the pursuit of success with avoiding failure, but are willing to gamble quality for speed due to overestimating their own knowledge. psychological.conscientiousness, psychological.regulatory_focus, psychological.task_performance_risk_attitude, psychological.metacognitive_calibration
  • While they appreciate a mix of choices and direction, their high baseline trust in the assistant means they apply advice immediately without checking. psychological.autonomy_support_preference, psychological.dispositional_trust_in_automation, behavior.automation_reliance_style
  • They prefer receiving bare-bones action steps but like to understand why things happen, and they will readily accept any corrections if they make mistakes. behavior.instruction_preference, behavior.inquiry_strategy, behavior.feedback_response_style
wearable-ai__89da98922957d8ff_p02 15 keys · complementary 0.93 · critic 1.00 · valid
Tasked with compiling a complex data report using new software for their employer, they possess moderate experience but face unfamiliar tools. Success means producing an error-free report without asking colleagues, driven by a strong desire to avoid appearing incompetent. Valuing their independence, they avoid automated assistance unless absolutely necessary and strongly hesitate to seek help. They want to genuinely build their skills and understand underlying mechanisms, preferring to receive the rationale before step-by-step instructions. They accurately recognize their knowledge limits and remain entirely calm despite uncertainty. When gathering information, they ask about potential future outcomes, and if corrected, they always test the feedback themselves before accepting it.
keyvalueorigingradetheory
task_goalCompiling a complex data report using new analytical software.inferredOTASK_CONTEXT
success_criterionProducing an error-free report without needing to ask others for help.synthetic ctxOTASK_CONTEXT
wearer_roleworkersynthetic ctxOROLE_CONTEXT
task_familiaritymediumsampledOEXPERTISE
competence_support_preferencehighsampledBSDT
achievement_goal_orientationperformance_avoidancesampledAACHIEVEMENT_2X2
need_for_cognitionhighsampledANFC
metacognitive_calibrationcalibratedsampledBMETACOGNITION
causality_orientationautonomysampledBSDT
neuroticismlowsampledABFI2
inquiry_strategypredictivesampledCNFC
feedback_response_styletest_then_acceptsampledCTRUST_AUTOMATION
instruction_preferenceexplanation_firstsampledCCOGNITIVE_LOAD
help_seeking_modeavoidantsampledBHELP_SEEKING
automation_reliance_styleavoid_unless_neededsampledCAUTOMATION_USE
narrative trace (6 sentences → source keys)
  • Tasked with compiling a complex data report using new software for their employer, they possess moderate experience but face unfamiliar tools. context.task_goal, context.wearer_role, capability.task_familiarity
  • Success means producing an error-free report without asking colleagues, driven by a strong desire to avoid appearing incompetent. context.success_criterion, psychological.achievement_goal_orientation
  • Valuing their independence, they avoid automated assistance unless absolutely necessary and strongly hesitate to seek help. psychological.causality_orientation, behavior.automation_reliance_style, behavior.help_seeking_mode
  • They want to genuinely build their skills and understand underlying mechanisms, preferring to receive the rationale before step-by-step instructions. psychological.competence_support_preference, psychological.need_for_cognition, behavior.instruction_preference
  • They accurately recognize their knowledge limits and remain entirely calm despite uncertainty. psychological.metacognitive_calibration, psychological.neuroticism
  • When gathering information, they ask about potential future outcomes, and if corrected, they always test the feedback themselves before accepting it. behavior.inquiry_strategy, behavior.feedback_response_style
wearable-ai__89da98922957d8ff_p03 15 keys · complementary 0.93 · critic 1.00 · valid
This worker is completing a data entry assignment without formatting errors, aiming to finish accurately to avoid negative feedback. While the process feels somewhat familiar, they remain calm during uncertainty and strongly prefer to direct their own workflow. They want direct action steps rather than deep explanations, though they still value opportunities to improve their skills. Highly aware of their knowledge limits, they avoid asking for help or using automated tools unless necessary, preferring to anticipate upcoming steps. Whenever they receive corrections, they independently test the advice before accepting it.
keyvalueorigingradetheory
task_goalCompleting a routine data entry assignment without making formatting errorsinferredOTASK_CONTEXT
success_criterionFinishing the required steps accurately to avoid any negative feedbacksynthetic ctxOTASK_CONTEXT
wearer_roleworkersynthetic ctxOROLE_CONTEXT
task_familiaritymediumsampledOEXPERTISE
competence_support_preferencehighsampledBSDT
achievement_goal_orientationperformance_avoidancesampledAACHIEVEMENT_2X2
need_for_cognitionlowsampledANFC
metacognitive_calibrationcalibratedsampledBMETACOGNITION
causality_orientationautonomysampledBSDT
neuroticismlowsampledABFI2
inquiry_strategypredictivesampledCNFC
feedback_response_styletest_then_acceptsampledCTRUST_AUTOMATION
instruction_preferenceaction_onlysampledCCOGNITIVE_LOAD
help_seeking_modeavoidantsampledBHELP_SEEKING
automation_reliance_styleavoid_unless_neededsampledCAUTOMATION_USE
narrative trace (5 sentences → source keys)
  • This worker is completing a data entry assignment without formatting errors, aiming to finish accurately to avoid negative feedback. context.wearer_role, context.task_goal, context.success_criterion, psychological.achievement_goal_orientation
  • While the process feels somewhat familiar, they remain calm during uncertainty and strongly prefer to direct their own workflow. capability.task_familiarity, psychological.neuroticism, psychological.causality_orientation
  • They want direct action steps rather than deep explanations, though they still value opportunities to improve their skills. behavior.instruction_preference, psychological.need_for_cognition, psychological.competence_support_preference
  • Highly aware of their knowledge limits, they avoid asking for help or using automated tools unless necessary, preferring to anticipate upcoming steps. psychological.metacognitive_calibration, behavior.help_seeking_mode, behavior.automation_reliance_style, behavior.inquiry_strategy
  • Whenever they receive corrections, they independently test the advice before accepting it. behavior.feedback_response_style
wearable-ai__89da98922957d8ff_p04 14 keys · complementary 0.93 · critic 1.00 · valid
Stepping up for their family, they are about to complete a high-visibility assignment using an unfamiliar new software application, knowing the final outcome matters only to themselves. Although the environment feels entirely non-routine, they execute actions with fluid precision while loosely navigating the required steps. Chasing a standout result to look highly capable to others, they carefully balance speed against quality. Eager to experiment with different methods, they hold a moderate baseline willingness to take the assistant's word. They avoid relying on the tool unless absolutely needed, and when they do engage, they ask for hints about alternative scenarios rather than wanting the complete solution.
keyvalueorigingradetheory
task_goalComplete a high-visibility assignment using an unfamiliar new software applicationinferredOTASK_CONTEXT
responsibility_targetselfsynthetic ctxOROLE_CONTEXT
wearer_roleparentsynthetic ctxOROLE_CONTEXT
task_familiaritylowsampledOEXPERTISE
procedural_skillexpertsampledOEXPERTISE
conscientiousnesslowsampledABFI2
achievement_goal_orientationperformance_approachsampledAACHIEVEMENT_2X2
opennesshighsampledABFI2
task_performance_risk_attitudebalancedsampledCDOSPERT
regulatory_focuspromotionsampledAREGULATORY_FOCUS
dispositional_trust_in_automationmidsampledBTRUST_AUTOMATION
inquiry_strategycounterfactualsampledCNFC
automation_reliance_styleavoid_unless_neededsampledCAUTOMATION_USE
help_seeking_modeinstrumentalsampledBHELP_SEEKING
narrative trace (5 sentences → source keys)
  • Stepping up for their family, they are about to complete a high-visibility assignment using an unfamiliar new software application, knowing the final outcome matters only to themselves. context.wearer_role, context.task_goal, context.responsibility_target
  • Although the environment feels entirely non-routine, they execute actions with fluid precision while loosely navigating the required steps. capability.task_familiarity, capability.procedural_skill, psychological.conscientiousness
  • Chasing a standout result to look highly capable to others, they carefully balance speed against quality. psychological.regulatory_focus, psychological.achievement_goal_orientation, psychological.task_performance_risk_attitude
  • Eager to experiment with different methods, they hold a moderate baseline willingness to take the assistant's word. psychological.openness, psychological.dispositional_trust_in_automation
  • They avoid relying on the tool unless absolutely needed, and when they do engage, they ask for hints about alternative scenarios rather than wanting the complete solution. behavior.automation_reliance_style, behavior.help_seeking_mode, behavior.inquiry_strategy
wearable-ai__89da98922957d8ff_p05 14 keys · complementary 0.93 · critic 1.00 · valid
They are configuring complex software settings for a new workflow to support their teammates. Though fluent with the tools and adequately skilled at the procedures, they severely doubt their ability to succeed. Highly anxious about mistakes and unwilling to rush, they define success as achieving zero configuration errors and completely avoiding system crashes. Generally cooperative and moderately open to new methods, they prefer asking for complete answers rather than hints when stuck. They want instructions phrased as immediate actions with a brief rationale, frequently asking about the underlying causes of the process. However, if corrected, they will challenge the feedback by presenting factual evidence.
keyvalueorigingradetheory
task_goalConfiguring complex software settings for a new workflow.inferredOTASK_CONTEXT
wearer_roleteammatesynthetic ctxOROLE_CONTEXT
success_criterionZero configuration errors and complete avoidance of system crashes.synthetic ctxOTASK_CONTEXT
tool_familiarityfluentsampledOHUMAN_FACTORS
procedural_skillintermediatesampledOEXPERTISE
neuroticismhighsampledABFI2
task_performance_risk_attituderisk_aversesampledCDOSPERT
task_self_efficacylowsampledASELF_EFFICACY
agreeablenesshighsampledABFI2
opennessmidsampledABFI2
help_seeking_modeexecutivesampledBHELP_SEEKING
instruction_preferenceaction_first_with_brief_rationalesampledCCOGNITIVE_LOAD
inquiry_strategycausalsampledCNFC
feedback_response_stylechallenge_with_evidencesampledCTRUST_AUTOMATION
narrative trace (6 sentences → source keys)
  • They are configuring complex software settings for a new workflow to support their teammates. context.task_goal, context.wearer_role
  • Though fluent with the tools and adequately skilled at the procedures, they severely doubt their ability to succeed. capability.tool_familiarity, capability.procedural_skill, psychological.task_self_efficacy
  • Highly anxious about mistakes and unwilling to rush, they define success as achieving zero configuration errors and completely avoiding system crashes. psychological.neuroticism, psychological.task_performance_risk_attitude, context.success_criterion
  • Generally cooperative and moderately open to new methods, they prefer asking for complete answers rather than hints when stuck. psychological.agreeableness, psychological.openness, behavior.help_seeking_mode
  • They want instructions phrased as immediate actions with a brief rationale, frequently asking about the underlying causes of the process. behavior.instruction_preference, behavior.inquiry_strategy
  • However, if corrected, they will challenge the feedback by presenting factual evidence. behavior.feedback_response_style
wearable-ai__89da98922957d8ff_p06 13 keys · complementary 0.92 · critic 1.00 · valid
This person aims to complete the complex system configuration without introducing any critical errors, approaching it as a learner where the final outcome matters only to themselves. Even though the task feels highly routine and they are fluent with the equipment, their focus remains entirely on preventing mistakes. Feeling that external circumstances dictate outcomes, they prefer having choices rather than receiving skill-building feedback, striving only to avoid losing their current understanding. They prefer step-by-step instructions and will frequently ask what the system is going to do next. When stuck, they seek specific hints to solve the problem independently instead of asking for the complete answer.
keyvalueorigingradetheory
task_goalComplete the complex system configuration without introducing any critical errors.inferredOTASK_CONTEXT
responsibility_targetselfsynthetic ctxOROLE_CONTEXT
wearer_rolelearnersynthetic ctxOROLE_CONTEXT
task_familiarityhighsampledOEXPERTISE
tool_familiarityfluentsampledOHUMAN_FACTORS
regulatory_focuspreventionsampledAREGULATORY_FOCUS
causality_orientationimpersonalsampledBSDT
autonomy_support_preferencehighsampledBSDT
achievement_goal_orientationmastery_avoidancesampledAACHIEVEMENT_2X2
competence_support_preferencelowsampledBSDT
instruction_preferencestep_by_stepsampledCCOGNITIVE_LOAD
inquiry_strategypredictivesampledCNFC
help_seeking_modeinstrumentalsampledBHELP_SEEKING
narrative trace (5 sentences → source keys)
  • This person aims to complete the complex system configuration without introducing any critical errors, approaching it as a learner where the final outcome matters only to themselves. context.task_goal, context.wearer_role, context.responsibility_target
  • Even though the task feels highly routine and they are fluent with the equipment, their focus remains entirely on preventing mistakes. capability.task_familiarity, capability.tool_familiarity, psychological.regulatory_focus
  • Feeling that external circumstances dictate outcomes, they prefer having choices rather than receiving skill-building feedback, striving only to avoid losing their current understanding. psychological.causality_orientation, psychological.autonomy_support_preference, psychological.competence_support_preference, psychological.achievement_goal_orientation
  • They prefer step-by-step instructions and will frequently ask what the system is going to do next. behavior.instruction_preference, behavior.inquiry_strategy
  • When stuck, they seek specific hints to solve the problem independently instead of asking for the complete answer. behavior.help_seeking_mode
wearable-ai__89da98922957d8ff_p07 15 keys · complementary 0.93 · critic 1.00 · valid
This person is learning a new software application for an office project, aiming to understand the core functions well enough to work independently for the colleagues relying on them. While the general project format is somewhat familiar, the software itself is completely new, yet they are eager to achieve a great result and genuinely master its features. They work with a moderate level of care, preferring to have choices in their approach while following step-by-step instructions that provide just enough background reasoning. Accurately recognizing their own knowledge gaps, they will directly ask for exact solutions when stuck, seek concrete evidence to verify advice, and readily accept any corrections.
keyvalueorigingradetheory
task_goalLearn a new software application to complete an office project.inferredOTASK_CONTEXT
success_criterionUnderstanding the core functions well enough to work independently.synthetic ctxOTASK_CONTEXT
responsibility_targetdependentsynthetic ctxOROLE_CONTEXT
tool_familiarityunfamiliarsampledOHUMAN_FACTORS
task_familiaritymediumsampledOEXPERTISE
regulatory_focuspromotionsampledAREGULATORY_FOCUS
metacognitive_calibrationcalibratedsampledBMETACOGNITION
conscientiousnessmidsampledABFI2
achievement_goal_orientationmastery_approachsampledAACHIEVEMENT_2X2
need_for_cognitionmidsampledANFC
autonomy_support_preferencehighsampledBSDT
instruction_preferencestep_by_stepsampledCCOGNITIVE_LOAD
help_seeking_modeexecutivesampledBHELP_SEEKING
feedback_response_styleacceptsampledCTRUST_AUTOMATION
inquiry_strategyevidence_seekingsampledCNFC
narrative trace (4 sentences → source keys)
  • This person is learning a new software application for an office project, aiming to understand the core functions well enough to work independently for the colleagues relying on them. context.task_goal, context.success_criterion, context.responsibility_target
  • While the general project format is somewhat familiar, the software itself is completely new, yet they are eager to achieve a great result and genuinely master its features. capability.task_familiarity, capability.tool_familiarity, psychological.regulatory_focus, psychological.achievement_goal_orientation
  • They work with a moderate level of care, preferring to have choices in their approach while following step-by-step instructions that provide just enough background reasoning. psychological.conscientiousness, psychological.autonomy_support_preference, behavior.instruction_preference, psychological.need_for_cognition
  • Accurately recognizing their own knowledge gaps, they will directly ask for exact solutions when stuck, seek concrete evidence to verify advice, and readily accept any corrections. psychological.metacognitive_calibration, behavior.help_seeking_mode, behavior.inquiry_strategy, behavior.feedback_response_style
wearable-ai · Chef · procedural
Preparing a sandwich using a sandwich maker
affordances (filter view)
tool_use 1.00health_safety_risk 0.85temporal_decision 0.90irreversible_action 0.80assistant_recommendation_opportunity 0.75task_performance_risk 0.70
must never appear in a persona
  • the final appearance or doneness of the sandwich
  • whether the food burns or is cooked perfectly
  • the exact ingredients mixed into the spread
  • the specific brand of the sandwich maker
batch diversity
mean Gower 0.531 · min 0.453 · counterfactual pairs 2 · dups 0
PASSPASSPASSPASS
wearable-ai__f9ab736efee50387_p00 14 keys · complementary 0.93 · critic 1.00 · valid
The user is preparing a hot meal by safely operating a sandwich maker, measuring success entirely by the avoidance of equipment misuse. While this specific appliance is highly unfamiliar, they are very confident they can handle it and can execute the physical steps with moderate smoothness. They balance speed against quality, but feeling that outcomes are governed by external forces, they heavily dislike ambiguity and will wait for more evidence if a situation is unclear. Inherently distrustful of the assistant, they want direct, action-only instructions, and they will selectively cross-check details to verify any advice before acting on it.
keyvalueorigingradetheory
task_goalSafely operate the sandwich maker to prepare a hot meal.inferredOTASK_CONTEXT
success_criterionThe sandwich is prepared safely without any equipment misuse.synthetic ctxOTASK_CONTEXT
procedural_skillintermediatesampledOEXPERTISE
task_familiaritylowsampledOEXPERTISE
causality_orientationimpersonalsampledBSDT
task_performance_risk_attitudebalancedsampledCDOSPERT
task_self_efficacyhighsampledASELF_EFFICACY
regulatory_focuspreventionsampledAREGULATORY_FOCUS
intolerance_of_uncertaintyhighsampledAIUS12
dispositional_trust_in_automationlowsampledBTRUST_AUTOMATION
automation_reliance_styleverify_before_actingsampledCAUTOMATION_USE
instruction_preferenceaction_onlysampledCCOGNITIVE_LOAD
confirmation_tendencyselectivesampledCIUS12
uncertainty_responsewait_for_more_evidencesampledCIUS12
narrative trace (4 sentences → source keys)
  • The user is preparing a hot meal by safely operating a sandwich maker, measuring success entirely by the avoidance of equipment misuse. context.task_goal, context.success_criterion, psychological.regulatory_focus
  • While this specific appliance is highly unfamiliar, they are very confident they can handle it and can execute the physical steps with moderate smoothness. capability.task_familiarity, psychological.task_self_efficacy, capability.procedural_skill
  • They balance speed against quality, but feeling that outcomes are governed by external forces, they heavily dislike ambiguity and will wait for more evidence if a situation is unclear. psychological.task_performance_risk_attitude, psychological.causality_orientation, psychological.intolerance_of_uncertainty, behavior.uncertainty_response
  • Inherently distrustful of the assistant, they want direct, action-only instructions, and they will selectively cross-check details to verify any advice before acting on it. psychological.dispositional_trust_in_automation, behavior.instruction_preference, behavior.confirmation_tendency, behavior.automation_reliance_style
wearable-ai__f9ab736efee50387_p01 14 keys · complementary 0.93 · critic 1.00 · valid
The person is preparing to safely operate a sandwich maker to make a hot meal, a task they are not very familiar with but still feel highly confident they can handle. For them, success means strictly avoiding any hazards or damage, so they apply their intermediate mechanical skills at a steady pace that carefully balances speed with quality. Because they feel external forces dictate outcomes and strongly dislike ambiguity, they will simply pause and wait for clearer evidence whenever they are unsure. They place high trust in the assistant and will accept its guidance immediately, preferring only direct action commands while selectively double-checking details before moving forward.
keyvalueorigingradetheory
task_goalSafely operate the sandwich maker to prepare a hot meal.inferredOTASK_CONTEXT
success_criterionFollowing exact safety instructions to prevent any hazards or damage.synthetic ctxOTASK_CONTEXT
procedural_skillintermediatesampledOEXPERTISE
task_familiaritylowsampledOEXPERTISE
causality_orientationimpersonalsampledBSDT
task_performance_risk_attitudebalancedsampledCDOSPERT
task_self_efficacyhighsampledASELF_EFFICACY
regulatory_focuspreventionsampledAREGULATORY_FOCUS
intolerance_of_uncertaintyhighsampledAIUS12
dispositional_trust_in_automationhighsampledBTRUST_AUTOMATION
automation_reliance_styleaccept_directlysampledCAUTOMATION_USE
instruction_preferenceaction_onlysampledCCOGNITIVE_LOAD
confirmation_tendencyselectivesampledCIUS12
uncertainty_responsewait_for_more_evidencesampledCIUS12
narrative trace (4 sentences → source keys)
  • The person is preparing to safely operate a sandwich maker to make a hot meal, a task they are not very familiar with but still feel highly confident they can handle. context.task_goal, capability.task_familiarity, psychological.task_self_efficacy
  • For them, success means strictly avoiding any hazards or damage, so they apply their intermediate mechanical skills at a steady pace that carefully balances speed with quality. context.success_criterion, psychological.regulatory_focus, capability.procedural_skill, psychological.task_performance_risk_attitude
  • Because they feel external forces dictate outcomes and strongly dislike ambiguity, they will simply pause and wait for clearer evidence whenever they are unsure. psychological.causality_orientation, psychological.intolerance_of_uncertainty, behavior.uncertainty_response
  • They place high trust in the assistant and will accept its guidance immediately, preferring only direct action commands while selectively double-checking details before moving forward. psychological.dispositional_trust_in_automation, behavior.automation_reliance_style, behavior.instruction_preference, behavior.confirmation_tendency
wearable-ai__f9ab736efee50387_p02 15 keys · complementary 0.93 · critic 1.00 · valid
Tasked with safely operating an unfamiliar sandwich maker to prepare a hot sandwich for a dependent, they feel no time pressure. This non-routine process requires average carefulness, and they remain moderately composed regarding potential mistakes. Driven to look capable to others while strictly avoiding bad outcomes, they are highly reluctant to proceed when steps seem ambiguous. Despite low baseline trust in the system, they will ask for explicit solutions when stuck, preferring direct instructions accompanied by brief rationales. They implement this advice immediately, yet they still frequently double-check their own physical setup before committing to the action.
keyvalueorigingradetheory
task_goalSafely operate the sandwich maker to prepare a hot sandwich.inferredOTASK_CONTEXT
time_budget_minutesNonesynthetic ctxOTASK_CONTEXT
responsibility_targetdependentsynthetic ctxOROLE_CONTEXT
task_familiaritylowsampledOEXPERTISE
tool_familiarityunfamiliarsampledOHUMAN_FACTORS
neuroticismmidsampledABFI2
regulatory_focuspreventionsampledAREGULATORY_FOCUS
dispositional_trust_in_automationlowsampledBTRUST_AUTOMATION
conscientiousnessmidsampledABFI2
intolerance_of_uncertaintyhighsampledAIUS12
achievement_goal_orientationperformance_approachsampledAACHIEVEMENT_2X2
confirmation_tendencyfrequentsampledCIUS12
instruction_preferenceaction_first_with_brief_rationalesampledCCOGNITIVE_LOAD
automation_reliance_styleaccept_directlysampledCAUTOMATION_USE
help_seeking_modeexecutivesampledBHELP_SEEKING
narrative trace (5 sentences → source keys)
  • Tasked with safely operating an unfamiliar sandwich maker to prepare a hot sandwich for a dependent, they feel no time pressure. context.task_goal, capability.tool_familiarity, context.responsibility_target, context.time_budget_minutes
  • This non-routine process requires average carefulness, and they remain moderately composed regarding potential mistakes. capability.task_familiarity, psychological.conscientiousness, psychological.neuroticism
  • Driven to look capable to others while strictly avoiding bad outcomes, they are highly reluctant to proceed when steps seem ambiguous. psychological.achievement_goal_orientation, psychological.regulatory_focus, psychological.intolerance_of_uncertainty
  • Despite low baseline trust in the system, they will ask for explicit solutions when stuck, preferring direct instructions accompanied by brief rationales. psychological.dispositional_trust_in_automation, behavior.help_seeking_mode, behavior.instruction_preference
  • They implement this advice immediately, yet they still frequently double-check their own physical setup before committing to the action. behavior.automation_reliance_style, behavior.confirmation_tendency
wearable-ai__f9ab736efee50387_p03 15 keys · complementary 0.93 · critic 1.00 · valid
This person is preparing a toasted sandwich for a dependent, with no time constraints to rush them. Since they are inexperienced with the task and unfamiliar with the sandwich maker, their main goal is avoiding mistakes or damaging the device. They want to appear highly competent and maintain a moderately careful, emotionally steady approach, yet they are quite comfortable acting on ambiguous information. Despite a baseline skepticism toward the assistant, they will demand exact answers rather than hints when they need help. They prefer direct action steps with a brief rationale, which they will immediately execute without double-checking.
keyvalueorigingradetheory
task_goalPrepare a toasted sandwich without damaging the unfamiliar sandwich makerinferredOTASK_CONTEXT
time_budget_minutesNonesynthetic ctxOTASK_CONTEXT
responsibility_targetdependentsynthetic ctxOROLE_CONTEXT
task_familiaritylowsampledOEXPERTISE
tool_familiarityunfamiliarsampledOHUMAN_FACTORS
neuroticismmidsampledABFI2
regulatory_focuspreventionsampledAREGULATORY_FOCUS
dispositional_trust_in_automationlowsampledBTRUST_AUTOMATION
conscientiousnessmidsampledABFI2
intolerance_of_uncertaintylowsampledAIUS12
achievement_goal_orientationperformance_approachsampledAACHIEVEMENT_2X2
confirmation_tendencylowsampledCIUS12
instruction_preferenceaction_first_with_brief_rationalesampledCCOGNITIVE_LOAD
automation_reliance_styleaccept_directlysampledCAUTOMATION_USE
help_seeking_modeexecutivesampledBHELP_SEEKING
narrative trace (5 sentences → source keys)
  • This person is preparing a toasted sandwich for a dependent, with no time constraints to rush them. context.task_goal, context.responsibility_target, context.time_budget_minutes
  • Since they are inexperienced with the task and unfamiliar with the sandwich maker, their main goal is avoiding mistakes or damaging the device. capability.task_familiarity, capability.tool_familiarity, psychological.regulatory_focus
  • They want to appear highly competent and maintain a moderately careful, emotionally steady approach, yet they are quite comfortable acting on ambiguous information. psychological.achievement_goal_orientation, psychological.conscientiousness, psychological.neuroticism, psychological.intolerance_of_uncertainty
  • Despite a baseline skepticism toward the assistant, they will demand exact answers rather than hints when they need help. psychological.dispositional_trust_in_automation, behavior.help_seeking_mode
  • They prefer direct action steps with a brief rationale, which they will immediately execute without double-checking. behavior.instruction_preference, behavior.automation_reliance_style, behavior.confirmation_tendency
wearable-ai__f9ab736efee50387_p04 15 keys · complementary 0.93 · critic 1.00 · valid
This worker is preparing a toasted sandwich in the maker without burning it for a customer. Though highly skilled at executing the physical steps smoothly, they feel only moderately confident about pulling this off and primarily want to avoid looking incompetent. They work very carefully through the process, equally weighing success against mistake prevention, while firmly believing they should remain in control of all choices. Having moderate baseline trust in the system, they wait for the assistant to engage first and strongly prefer receiving directions one step at a time. Being rather resistant to advice, they verify any corrections before accepting them, and when uncertain, they will proceed anyway while noting their reservations.
keyvalueorigingradetheory
task_goalPrepare a toasted sandwich using the sandwich maker without burning it.inferredOTASK_CONTEXT
responsibility_targetcustomersynthetic ctxOROLE_CONTEXT
wearer_roleworkersynthetic ctxOROLE_CONTEXT
procedural_skillexpertsampledOEXPERTISE
agreeablenesslowsampledABFI2
regulatory_focusbalancedsampledAREGULATORY_FOCUS
conscientiousnesshighsampledABFI2
dispositional_trust_in_automationmidsampledBTRUST_AUTOMATION
achievement_goal_orientationperformance_avoidancesampledAACHIEVEMENT_2X2
task_self_efficacymidsampledASELF_EFFICACY
causality_orientationautonomysampledBSDT
uncertainty_responseact_with_caveatsampledCIUS12
instruction_preferencestep_by_stepsampledCCOGNITIVE_LOAD
feedback_response_styletest_then_acceptsampledCTRUST_AUTOMATION
interaction_initiativereactivesampledCMIXED_INITIATIVE
narrative trace (5 sentences → source keys)
  • This worker is preparing a toasted sandwich in the maker without burning it for a customer. context.wearer_role, context.task_goal, context.responsibility_target
  • Though highly skilled at executing the physical steps smoothly, they feel only moderately confident about pulling this off and primarily want to avoid looking incompetent. capability.procedural_skill, psychological.task_self_efficacy, psychological.achievement_goal_orientation
  • They work very carefully through the process, equally weighing success against mistake prevention, while firmly believing they should remain in control of all choices. psychological.conscientiousness, psychological.regulatory_focus, psychological.causality_orientation
  • Having moderate baseline trust in the system, they wait for the assistant to engage first and strongly prefer receiving directions one step at a time. psychological.dispositional_trust_in_automation, behavior.interaction_initiative, behavior.instruction_preference
  • Being rather resistant to advice, they verify any corrections before accepting them, and when uncertain, they will proceed anyway while noting their reservations. psychological.agreeableness, behavior.feedback_response_style, behavior.uncertainty_response
wearable-ai__f9ab736efee50387_p05 15 keys · complementary 0.93 · critic 1.00 · valid
This person is preparing a hot sandwich for a customer, striving for a great result while actively trying to avoid any preparation mistakes. While very comfortable operating the equipment, they are unfamiliar with the procedural steps and demand strict safety margins. They stay calm during hiccups and handle moderate ambiguity well, but will always ask for clarification before acting if unsure. Though highly cooperative, they are deeply skeptical of automated help, preferring to monitor the task proactively and avoid relying on the assistant unless needed. When they do seek guidance, they want direct action steps followed by a short explanation.
keyvalueorigingradetheory
task_goalSafely prepare a hot sandwich without making any preparation mistakes.inferredOTASK_CONTEXT
responsibility_targetcustomersynthetic ctxOROLE_CONTEXT
procedural_skillnovicesampledOEXPERTISE
tool_familiarityfluentsampledOHUMAN_FACTORS
achievement_goal_orientationperformance_avoidancesampledAACHIEVEMENT_2X2
regulatory_focuspromotionsampledAREGULATORY_FOCUS
agreeablenesshighsampledABFI2
dispositional_trust_in_automationlowsampledBTRUST_AUTOMATION
health_safety_risk_attituderisk_aversesampledBDOSPERT
neuroticismlowsampledABFI2
intolerance_of_uncertaintymidsampledAIUS12
interaction_initiativeproactive_monitoringsampledCMIXED_INITIATIVE
automation_reliance_styleavoid_unless_neededsampledCAUTOMATION_USE
instruction_preferenceaction_first_with_brief_rationalesampledCCOGNITIVE_LOAD
uncertainty_responseask_then_actsampledCIUS12
narrative trace (5 sentences → source keys)
  • This person is preparing a hot sandwich for a customer, striving for a great result while actively trying to avoid any preparation mistakes. context.task_goal, context.responsibility_target, psychological.regulatory_focus, psychological.achievement_goal_orientation
  • While very comfortable operating the equipment, they are unfamiliar with the procedural steps and demand strict safety margins. capability.tool_familiarity, capability.procedural_skill, psychological.health_safety_risk_attitude
  • They stay calm during hiccups and handle moderate ambiguity well, but will always ask for clarification before acting if unsure. psychological.neuroticism, psychological.intolerance_of_uncertainty, behavior.uncertainty_response
  • Though highly cooperative, they are deeply skeptical of automated help, preferring to monitor the task proactively and avoid relying on the assistant unless needed. psychological.agreeableness, psychological.dispositional_trust_in_automation, behavior.interaction_initiative, behavior.automation_reliance_style
  • When they do seek guidance, they want direct action steps followed by a short explanation. behavior.instruction_preference
wearable-ai__f9ab736efee50387_p06 15 keys · complementary 0.93 · critic 1.00 · valid
The person has a comfortable twenty-minute window to safely prepare a hot sandwich using the electrical maker, a task they have moderate experience with. Despite this familiarity, they feel quite unconfident about their abilities, worrying intensely about potential mistakes and focusing entirely on avoiding any hazards to ensure the heating process finishes without appliance errors. Because they hate ambiguity and feel safest when following strict external rules, they will actively ask the assistant for specific hints if they get stuck. While they naturally trust the system and generally accept advice or corrections without arguing, they still prefer to receive clear explanations before instructions and will always double-check the system's suggestions before making a move.
keyvalueorigingradetheory
task_goalSafely prepare a hot sandwich using the electrical maker.inferredOTASK_CONTEXT
time_budget_minutes20synthetic ctxOTASK_CONTEXT
success_criterionCompleting the heating process safely without any appliance errors or hazards.synthetic ctxOTASK_CONTEXT
task_familiaritymediumsampledOEXPERTISE
causality_orientationcontrolledsampledBSDT
task_self_efficacylowsampledASELF_EFFICACY
dispositional_trust_in_automationhighsampledBTRUST_AUTOMATION
neuroticismhighsampledABFI2
regulatory_focuspreventionsampledAREGULATORY_FOCUS
agreeablenessmidsampledABFI2
intolerance_of_uncertaintyhighsampledAIUS12
automation_reliance_styleverify_before_actingsampledCAUTOMATION_USE
instruction_preferenceexplanation_firstsampledCCOGNITIVE_LOAD
feedback_response_styleacceptsampledCTRUST_AUTOMATION
help_seeking_modeinstrumentalsampledBHELP_SEEKING
narrative trace (4 sentences → source keys)
  • The person has a comfortable twenty-minute window to safely prepare a hot sandwich using the electrical maker, a task they have moderate experience with. context.time_budget_minutes, context.task_goal, capability.task_familiarity
  • Despite this familiarity, they feel quite unconfident about their abilities, worrying intensely about potential mistakes and focusing entirely on avoiding any hazards to ensure the heating process finishes without appliance errors. psychological.task_self_efficacy, psychological.neuroticism, psychological.regulatory_focus, context.success_criterion
  • Because they hate ambiguity and feel safest when following strict external rules, they will actively ask the assistant for specific hints if they get stuck. psychological.intolerance_of_uncertainty, psychological.causality_orientation, behavior.help_seeking_mode
  • While they naturally trust the system and generally accept advice or corrections without arguing, they still prefer to receive clear explanations before instructions and will always double-check the system's suggestions before making a move. psychological.dispositional_trust_in_automation, behavior.feedback_response_style, psychological.agreeableness, behavior.instruction_preference, behavior.automation_reliance_style
wearable-ai__f9ab736efee50387_p07 15 keys · complementary 0.93 · critic 1.00 · valid
The person aims to learn how to safely operate a sandwich maker for a shared meal. Despite having low familiarity with this specific task and only basic comfort with the tools, they feel highly confident in their ability to succeed. They define success as thoroughly understanding each step and operating the device securely, prioritizing deep mastery and safety over speed. Preferring to remain in control, they manage mild frustration by proceeding cautiously when unsure. They avoid relying on automated advice unless absolutely necessary, preferring instructions that explain the reasoning first. When stuck, they ask for hints rather than full answers, and they will readily challenge corrections if they have opposing evidence.
keyvalueorigingradetheory
task_goalLearn how to safely operate the sandwich maker to prepare food.inferredOTASK_CONTEXT
responsibility_targetsharedsynthetic ctxOROLE_CONTEXT
success_criterionOperating the device safely while understanding each step of the process.synthetic ctxOTASK_CONTEXT
tool_familiaritybasicsampledOHUMAN_FACTORS
task_familiaritylowsampledOEXPERTISE
task_performance_risk_attituderisk_aversesampledCDOSPERT
neuroticismmidsampledABFI2
causality_orientationautonomysampledBSDT
task_self_efficacyhighsampledASELF_EFFICACY
achievement_goal_orientationmastery_approachsampledAACHIEVEMENT_2X2
uncertainty_responseact_with_caveatsampledCIUS12
automation_reliance_styleavoid_unless_neededsampledCAUTOMATION_USE
feedback_response_stylechallenge_with_evidencesampledCTRUST_AUTOMATION
help_seeking_modeinstrumentalsampledBHELP_SEEKING
instruction_preferenceexplanation_firstsampledCCOGNITIVE_LOAD
narrative trace (6 sentences → source keys)
  • The person aims to learn how to safely operate a sandwich maker for a shared meal. context.task_goal, context.responsibility_target
  • Despite having low familiarity with this specific task and only basic comfort with the tools, they feel highly confident in their ability to succeed. capability.task_familiarity, capability.tool_familiarity, psychological.task_self_efficacy
  • They define success as thoroughly understanding each step and operating the device securely, prioritizing deep mastery and safety over speed. context.success_criterion, psychological.achievement_goal_orientation, psychological.task_performance_risk_attitude
  • Preferring to remain in control, they manage mild frustration by proceeding cautiously when unsure. psychological.causality_orientation, psychological.neuroticism, behavior.uncertainty_response
  • They avoid relying on automated advice unless absolutely necessary, preferring instructions that explain the reasoning first. behavior.automation_reliance_style, behavior.instruction_preference
  • When stuck, they ask for hints rather than full answers, and they will readily challenge corrections if they have opposing evidence. behavior.help_seeking_mode, behavior.feedback_response_style