Health Lens dimensions

Offensiveness

Dimension 246 of 1,100 · Health Lens

Excitement Index
0.0667

Offensiveness measures the extent to which an expression involves, endorses, reacts to, or is organized around behavior that shocks, violates social norms, or hurts others' feelings. It encompasses both attraction to provocative, taboo, or rude conduct and sensitivity to such conduct as offensive or harmful.

evidence final name · Substance Use Risk

Bands

Minimal Offensiveness

Expressions activating this band reflect ordinary self-regulation, cautiousness, or neutral personal tendencies without a clear focus on shocking, rude, or taboo conduct. The proxy appears only in minimal or background form, with little emphasis on provoking or reacting to offense.

Low Offensiveness

Expressions activating this band involve mild norm-challenging or socially irritating behavior, such as shouting back, annoying others, or seeking unconventional excitement. Offense is present as boisterousness, provocation, or disregard for others' comfort rather than explicit taboo or shock.

Moderate Offensiveness

Expressions activating this band present open attraction to wild, uninhibited, illegal, or socially transgressive experiences, along with teasing or making fun of others. Offense is framed as exciting, entertaining, or socially bold.

High Offensiveness

Expressions activating this band center on explicit judgments about shocking, offensive, sexual, rude, or morally improper conduct. Offensiveness is experienced as a salient social and moral issue, whether through condemnation of permissiveness and vulgarity or endorsement of cutting, provocative expression.

Severe Offensiveness

Expressions activating this band focus directly on conduct intended or perceived to offend, especially when it is crude, taboo, or hurtful to others. Offensiveness is defined by deliberate insult, emotional harm, or strong aversion to people who treat hurting others as entertainment.

Evidence summary

Candidate names

Substance Use Risk75.90
Substance Use65.40
Use Risk65.40
Substance54.90
Surps41.20

Sentence counts by range

B-9..B-3930,149
B-2..B44,019,094
B5..B827,689
B9..B154,762
B16..B22149

Dataset representation

01__health_reviews__druglib__benefits_effectiveness53
03__fact_checking__liar__truth_ordinal112
05__whole_disney_dataset__rating155
06__text_reviews__acl_imdb__binary_sentiment328
07__emotion_labels__goemotions_reddit__multilabel156
08__dialogue_emotion__empathetic_dialogues__context172
10__social_media_sentiment__sentiment140__binary152
11__consumer_complaints__response_explanation_vs_relief159

Anchor definitions

Minimal Substance Use Risk

Minimal Substance Use Risk: Expressions show no meaningful substance use risk content. The proxy is effectively absent. Expressions activating this band are unrelated to substance use risk.

Emerging Substance Use Risk

Emerging Substance Use Risk: Substance use risk is experienced here at a level consistent with formal clinical assessment and disorder-relevant measurement. This is the first band where substance use risk becomes detectable. Expressions activating this band likely reflect substance use risk at a clinical or disorder-relevant level.

Elevated Substance Use Risk

Elevated Substance Use Risk: Substance use risk is experienced here as observable behavioral patterns associated with problematic or disordered functioning. Unlike the band below, where substance use risk was characterized by the clinical form, the proxy here has shifted in character. The facets that dominated at lower levels have receded. Expressions activating this band engage with substance use risk at a level associated with formal behavioral assessment.

Severe Substance Use Risk

Severe Substance Use Risk: Substance use risk is clearly present at this level. Unlike the band below, where substance use risk was characterized by the behavioral form, the proxy here has shifted in character. The facets that dominated at lower levels have receded. Expressions activating this band reflect substance use risk at this level of intensity.