The bookstore was crammed, a sea of chattering people, but all she could see was *her* book. The cover, the title, a photograph of her that felt stolen. She felt a coldness creeping up her spine, a prickling sensation that made her want to bolt.

She ducked into an aisle, hiding behind a towering display of cookbooks. Her heart hammered against her ribs, a frantic rhythm against the quiet hum of the store. A wave of dizziness rolled over her. She gripped the edge of a shelf, her knuckles white, her vision blurring. This intrusion, this public dissection of her life, it was suffocating. She needed to escape, to vanish.

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