Health Lens dimensions

Substance Reward Expectancy

Dimension 123 of 1,100 · Health Lens

Excitement Index
0.0741

Substance Reward Expectancy measures the extent to which an expression frames alcohol, smoking, or drug use as desirable because of anticipated or experienced benefits. It encompasses pleasure, relief, confidence, social ease, stimulation, and other positively valued effects attributed to substance use.

evidence final name · Substance use

Bands

Minimal Substance Reward Expectancy

Expressions activating this band show little clear attribution of rewarding effects to substance use, or only vague, isolated liking without a developed reason for use.

Moderate Substance Reward Expectancy

Expressions activating this band describe substance use as helpful for mood, stimulation, ease, openness, or a sense of capability. The expected benefits are present but broad and situational rather than strongly consolidated around liking the experience itself.

Elevated Substance Reward Expectancy

Expressions activating this band portray substance use as supporting self-worth, social connection, conversation, or belonging within a peer context. Reward is experienced as personally meaningful and tied to interpersonal or self-evaluative outcomes.

High Substance Reward Expectancy

Expressions activating this band explicitly endorse substance use for its satisfying, calming, pleasurable, or pain-easing effects. The rewarding quality of the experience is directly affirmed as a reason for use or continuation.

Evidence summary

Candidate names

Substance use85.50
Smoking Emotional Sensory107.70
Emotional Sensory98.50
Smoking Emotional92.20
Substance involvement85.30

Sentence counts by range

B-8..B-455,612
B-3..B34,916,498
B47,355
B5..B112,378

Dataset representation

01__health_reviews__druglib__benefits_effectiveness65
03__fact_checking__liar__truth_ordinal62
05__whole_disney_dataset__rating85
06__text_reviews__acl_imdb__binary_sentiment106
07__emotion_labels__goemotions_reddit__multilabel101
08__dialogue_emotion__empathetic_dialogues__context89
10__social_media_sentiment__sentiment140__binary89
11__consumer_complaints__response_explanation_vs_relief96

Anchor definitions

Minimal Substance use

Minimal Substance use: Substance use is present at a low level. Expressions activating this band reflect early or diffuse substance use.

Moderate Substance use

Moderate Substance use: Substance use is experienced here at a level consistent with formal clinical assessment and disorder-relevant measurement. Unlike the band below, where substance use was characterized by a general or mixed form, the proxy here has shifted in character. Expressions activating this band likely reflect substance use at a clinical or disorder-relevant level.

Intense Substance use

Intense Substance use: Substance use is experienced here as observable behavioral patterns associated with problematic or disordered functioning. Unlike the band below, where substance use 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 at a level associated with formal behavioral assessment.

Peak Substance use

Peak Substance use: Substance use is experienced here as observable behavioral patterns associated with problematic or disordered functioning. Compared to the band below, substance use is more intense and concentrated but retains the same essential character. Expressions activating this band engage with substance use at a level associated with formal behavioral assessment.