Health Lens dimensions

Light Sensitivity

Dimension 143 of 1,100 · Health Lens

Excitement Index
0.0728

Light Sensitivity measures how strongly an expression reflects sensory discomfort, annoyance, or aversion in response to bright light, sunlight, glare, and closely related visual environmental conditions. It encompasses both heightened reactivity to brightness and preferences or avoidance patterns shaped by that reactivity.

evidence final name · Substance Use

Bands

Absent Light Sensitivity

Expressions activating this band do not show a coherent pattern of brightness-related sensory reactivity and are largely unrelated to light-based discomfort or visual environmental sensitivity.

Mild Light Sensitivity

Expressions activating this band show early or situational sensitivity to sensory input, including distraction, discomfort, or caution around environmental stimulation, with occasional references that touch visual or perceptual reactivity.

Moderate Light Sensitivity

Expressions activating this band describe noticeable sensitivity to visual conditions such as light, weather brightness, or outdoor exposure, often alongside preferences for cooler, dimmer, or less visually intense settings.

High Light Sensitivity

Expressions activating this band describe clear annoyance, discomfort, or behavioral adaptation in response to bright light or sunlight, including needing sunglasses, disliking bright views, and preferring seasons or environments with less brightness.

Severe Light Sensitivity

Expressions activating this band reflect pervasive salience of bright outdoor conditions, with strong visual-environmental reactivity centered on snow glare, winter brightness, and highly brightness-laden surroundings.

Evidence summary

Candidate names

Substance Use93.10
Substance78.00
Substance Use Risk73.60
Use Risk63.30
Thrill Adventure Seeking39.90

Sentence counts by range

B-10..B-4220,651
B-3..B34,722,299
B4..B936,890
B10..B231,973
B24..B3030

Dataset representation

01__health_reviews__druglib__benefits_effectiveness92
03__fact_checking__liar__truth_ordinal98
05__whole_disney_dataset__rating200
06__text_reviews__acl_imdb__binary_sentiment204
07__emotion_labels__goemotions_reddit__multilabel173
08__dialogue_emotion__empathetic_dialogues__context181
10__social_media_sentiment__sentiment140__binary266
11__consumer_complaints__response_explanation_vs_relief118

Anchor definitions

Minimal Substance Use

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

Emerging Substance Use

Emerging Substance Use: Substance use is experienced here as observable behavioral patterns associated with problematic or disordered functioning. This is the first band where substance use becomes detectable. Expressions activating this band engage with substance use at a level associated with formal behavioral assessment.

Elevated Substance Use

Elevated Substance Use: Substance use is experienced here as physiological and somatic distress, reflecting embodied arousal and clinical-grade symptom intensity. Unlike the band below, where substance use 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 likely reflect physiological and embodied substance use.

Severe Substance Use

Severe Substance Use: Substance use is experienced here as physiological and somatic distress, reflecting embodied arousal and clinical-grade symptom intensity. Compared to the band below, substance use is more intense and concentrated but retains the same essential character. Expressions activating this band likely reflect physiological and embodied substance use.