"I never told anyone that," he muttered, his voice hoarse. He was hunched over the book, his shoulders slumped, as he read a passage about a childhood incident he’d long tried to forget. The words swam before his eyes. He felt a sharp pang of shame, the kind that made his skin crawl.

He pushed the book away, leaning back in his chair, and ran a hand through his hair, mussing it further. The coffee on his desk had gone cold. He felt a familiar, unwelcome tightening in his chest. He looked around his office, at the comfortable, familiar things around him, and a wave of nausea washed over him. He felt exposed, stripped bare. He needed to get out, to be somewhere, anywhere, away from this constant feeling of being watched.

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