The first wave of shock had subsided, replaced by a cold, simmering rage. Mark had found his diary published on a website dedicated to “exposing teenage cringe.” The diary included his childish attempts at poetry and his hopeless romanticism.

He slammed his fist on the kitchen table, the sudden noise making his mother jump. He wanted to scream, to lash out, to break something. His palms were slick with sweat. He felt a burning in his throat, a need to defend himself, even though he knew there was nothing he could do.

He stalked around his room, picking up and dropping objects, unable to settle. The thought of facing his friends, of attending his classes, was nauseating. He felt as though the world was closing in on him.

Emotion: tormented

Cluster: Fear / Anxiety
PC1 (Valence): -3.33 Negative
PC2 (Disposition): -0.70

Role in Research

This story is one of 1,000 stories generated for the emotion tormented. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 tormented stories, after denoising with neutral dialogue baselines, produces the tormented emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the tormented vector is projected through the unembedding matrix.

Promoted:
无法0.406
😞0.399
每一次0.378
無法0.369
S0.353
Suppressed:
la-0.803
de-0.755
a-0.407
B-0.404
l-0.354