The email arrived, a cold, anonymous communication. It wasn't a friend request, but a job offer. From the company where his school nemesis, Mark, now worked. He felt a deep, instinctive recoil. His hands were suddenly clammy. He closed his laptop.

He went for a walk, but the city, once a source of joy, now felt suffocating. He crossed the street, dodging traffic, his thoughts chaotic. He had the unsettling sensation of being watched. He rushed home, the image of Mark’s face, smug and triumphant, filling his mind, threatening to overwhelm him. He locked the door behind him and stood, shaking, in the center of his living room.

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