Health Lens dimensions

Stimulation Seeking

Dimension 634 of 1,100 · Health Lens

Excitement Index
0.0550

Stimulation Seeking measures the extent to which an expression reflects desire for, use of, or positive response to activating experiences and substances that increase alertness, energy, arousal, or mental engagement. It encompasses both appetitive interest in stimulation and self-reported stimulation from substances such as nicotine, caffeine, amphetamines, and related activating experiences.

evidence final name · Substance Use

Bands

Minimal Stimulation Seeking

Expressions activating this band show little coherent orientation toward stimulation, with content that is diffuse, incidental, or only loosely tied to arousal and activation. When stimulation-related language appears, it is weak, hypothetical, or embedded in unrelated concerns rather than expressing an active desire for energizing effects.

Low Stimulation Seeking

Expressions activating this band show limited or mixed engagement with stimulation, including scattered references to boldness, belonging, identity, interference, or risky behavior without a clear focus on energizing effects. Stimulation is present mainly as a peripheral motive or possibility rather than a sought-after state.

Moderate Stimulation Seeking

Expressions activating this band describe awareness of bodily or emotional activation, including comfort, anxiety, unpleasant effects, energy concerns, and early links between substance use and changes in arousal. The expression reflects a recognizable connection between substances or activities and felt stimulation, but with ambivalent or mixed valence.

High Stimulation Seeking

Expressions activating this band show clear interest in activating substances and their alerting effects, including use of stimulants, curiosity about intense drug experiences, and concern from others about self-directed use. Stimulation is treated as a meaningful and often desired outcome, especially in relation to feeling alert or energized.

Intense Stimulation Seeking

Expressions activating this band center on strong endorsement of stimulation as a valued state, with explicit references to substances or experiences that help the person stay awake, feel energized, or become mentally activated. The expression presents stimulation as noticeably beneficial, reinforcing, or actively pursued.

Evidence summary

Candidate names

Substance Use95.60
Substance95.10
Substance use88.80
Substance involvement88.60
Substance consumption88.40

Sentence counts by range

B-10..B-4485,984
B-3817,791
B-2..B43,674,909
B5..B82,960
B9..B22199

Dataset representation

01__health_reviews__druglib__benefits_effectiveness115
03__fact_checking__liar__truth_ordinal111
05__whole_disney_dataset__rating111
06__text_reviews__acl_imdb__binary_sentiment112
07__emotion_labels__goemotions_reddit__multilabel100
08__dialogue_emotion__empathetic_dialogues__context106
10__social_media_sentiment__sentiment140__binary221
11__consumer_complaints__response_explanation_vs_relief116

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.

Emerging Substance Use

Emerging Substance Use: Substance use is present here in a general or mixed form without a single dominant facet. Compared to the band below, substance use is more intense and concentrated but retains the same essential character. Expressions activating this band may reflect general or diffuse substance use.

Elevated Substance Use

Elevated 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 a general or mixed form, the proxy here has shifted in character. Expressions activating this band engage with substance use at a level associated with formal behavioral assessment.

Severe Substance Use

Severe 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.