He tried to lose himself in his book, but the words blurred on the page. The noise, the unending drone of the power saw, was a physical assault. It vibrated in his bones. He slammed the book shut, the sound echoing in the silent apartment.

He got up and started to pace. Each step was accompanied by a tight knot in his stomach. He felt utterly depleted, his usual calm demeanor replaced by an internal storm.

He went to the window, the feeling intensifying. The world felt as though it was closing in, and that the only sound left was a constant one. He clenched his fists, the muscles in his forearms bunching with each throb of sound.

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