The reviews were brutal, dissecting the book, and by extension, him. He sat in his darkened living room, the curtains drawn, the only light emanating from the screen of his laptop. Each click of the mouse, each new review, was a fresh wound.

He felt a burning sensation behind his eyes, a familiar signal of impending breakdown. He closed the laptop, the sudden darkness intensifying the pressure in his chest. He couldn’t breathe, his lungs refusing to expand. He felt trapped, suffocated by the words, by the exposure. He needed to scream, to shatter the silence that had become his prison.

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