Health Lens dimensions

Emotional Expressiveness

Dimension 431 of 1,100 · Health Lens

Excitement Index
0.0600

Emotional Expressiveness measures how strongly feelings and internal states are outwardly displayed through facial expression, vocalization, body behavior, or deliberate concealment. It encompasses both the visibility of emotion and pain-related affect and the tendency to suppress, mask, or openly show what is being felt.

evidence final name · Ped Pain

Bands

Minimal Emotional Expressiveness

Expressions activating this band show little to no clear outward display of emotion or affective state, or contain largely unrelated content with only faint cues about self-control or bodily support. Emotional display is minimal, indistinct, or not meaningfully foregrounded.

Low Emotional Expressiveness

Expressions activating this band describe internal feeling states that are noticed, worried about, or difficult to describe, while outward display remains restrained or private. Emotion is present but tends to be contained, hidden, or only subtly signaled through tension and withdrawal.

Moderate Emotional Expressiveness

Expressions activating this band show recognizable emotional display alongside active management of appearance, such as pretending, crying, smiling, becoming quiet, or monitoring what is shown to others. Feelings are outwardly evident but are often mixed with masking or selective expression.

High Emotional Expressiveness

Expressions activating this band feature clear, observable nonverbal display of distress through the face and body, such as groaning, sighing, squirming, or looking sad. The internal state is readily visible in spontaneous expression.

Intense Emotional Expressiveness

Expressions activating this band show concentrated, unmistakable facial display of felt distress, especially through marked expressions such as grimacing. The emotional or pain state is directly and vividly shown on the face.

Evidence summary

Candidate names

Pain95.90
Emotion58.10
Ped Pain47.50
Pain Anxiety Symptom42.80
Tbi-careqol Emotional Suppression40.70

Sentence counts by range

B-9..B-31,946,371
B-2..B43,032,460
B5..B72,656
B8..B14349
B15..B217

Dataset representation

01__health_reviews__druglib__benefits_effectiveness76
03__fact_checking__liar__truth_ordinal77
05__whole_disney_dataset__rating114
06__text_reviews__acl_imdb__binary_sentiment211
07__emotion_labels__goemotions_reddit__multilabel142
08__dialogue_emotion__empathetic_dialogues__context97
10__social_media_sentiment__sentiment140__binary131
11__consumer_complaints__response_explanation_vs_relief106

Anchor definitions

Minimal Ped Pain

Minimal Ped Pain: Expressions show no meaningful ped pain content. The proxy is effectively absent. Expressions activating this band are unrelated to ped pain.

Emerging Ped Pain

Emerging Ped Pain: Ped pain is clearly present at this level. This is the first band where ped pain becomes detectable. Expressions activating this band reflect ped pain at this level of intensity.

Elevated Ped Pain

Elevated Ped Pain: Ped pain is experienced here at a level consistent with formal clinical assessment and disorder-relevant measurement. Unlike the band below, where ped pain was characterized by a general form, the proxy here has shifted in character. The facets that dominated at lower levels have receded. Expressions activating this band likely reflect ped pain at a clinical or disorder-relevant level.

Severe Ped Pain

Severe Ped Pain: Ped pain is clearly present at this level. Unlike the band below, where ped pain 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 reflect ped pain at this level of intensity.