"Hey, can you grab the mail?" Mark called from his room. Sarah, his roommate, emerged, her face neutral, but the journal, oh god, the journal, was on the coffee table. He should have put it away, but he was careless. He felt a sickening lurch in his gut.

He forced a smile, a shaky performance, as he thanked her. He felt a sudden, inexplicable urge to flee the apartment, to disappear. He tried to act normal, but his hands trembled as he brewed coffee. Every shared glance felt like a judgment, every casual comment a barbed wire fence.

That night, he stared at his ceiling, unable to shake the image of her reading his most private thoughts. He tossed and turned, the sheets twisting around him. The darkness felt thick, suffocating. He needed out.

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