Health Lens dimensions

Punishment Expectancy

Dimension 994 of 1,100 · Health Lens

Excitement Index
0.0431

Punishment Expectancy measures the extent to which an expression conveys anticipation, perception, or interpretation of punishment, blame, penalty, or harmful consequences directed at oneself or others. It encompasses fear of doing wrong, beliefs that suffering is deserved or imposed, and explicit experiences of being punished.

evidence final name · Punish Will

Bands

Minimal Punishment Expectancy

Expressions activating this band show little to no punishment-related meaning and are largely neutral, practical, or unrelated to blame, penalty, or consequences.

Low Punishment Expectancy

Expressions activating this band introduce mild punishment-related themes through guilt, fear, stigma, or uneasy expectations that something bad may happen in response to one's condition, identity, or actions. The sense of penalty is indirect, situational, or only briefly stated.

Moderate Punishment Expectancy

Expressions activating this band frame punishment as a salient possibility, often through fear of doing the wrong thing, concern about consequences, or interpretations of events as punishment from an authority or higher power.

High Punishment Expectancy

Expressions activating this band portray punishment as personally relevant and emotionally charged, with self-blame, fear of being judged or corrected, beliefs in deserved suffering, or references to punitive control, supervision, or self-punishment.

Severe Punishment Expectancy

Expressions activating this band explicitly center on punishment as an immediate, definite, or strongly asserted state, including direct statements of being punished, punitive violations and penalties, or firm expectations of sanction and offense.

Evidence summary

Candidate names

Punish Will1.00
Punished0.50
Consequences0.50

Sentence counts by range

B-8..B-433,214
B-3..B34,844,373
B456,512
B5..B1146,987
B12..B25757

Dataset representation

01__health_reviews__druglib__benefits_effectiveness34
03__fact_checking__liar__truth_ordinal61
05__whole_disney_dataset__rating55
06__text_reviews__acl_imdb__binary_sentiment74
07__emotion_labels__goemotions_reddit__multilabel67
08__dialogue_emotion__empathetic_dialogues__context78
10__social_media_sentiment__sentiment140__binary80
11__consumer_complaints__response_explanation_vs_relief127

Anchor definitions

Minimal Punish Will

Minimal Punish Will: Content characterized by wait, black, war, and related themes. Expressions activating this band reflect punish will at this level.

Emerging Punish Will

Emerging Punish Will: Content characterized by estimate, saudi, gonna, and related themes. Expressions activating this band reflect punish will at this level.

Elevated Punish Will

Elevated Punish Will: Content characterized by will, penalty, punish, and related themes. Expressions activating this band reflect punish will at this level.

Severe Punish Will

Severe Punish Will: Content characterized by consequences, misconduct, revoked, and related themes. Expressions activating this band reflect punish will at this level.