“Another one?” his wife asked, her voice tinged with concern. He didn’t answer. He just crumpled the letter, the paper offering no resistance. He'd hidden the previous rejections, but this one felt different, the final nail in the coffin.

He stared out the window, at the familiar landscape now appearing foreign and hostile. The familiar comfort of his home suddenly felt suffocating. He felt as if he could barely breathe.

He had promised her, and himself, and his children. He'd promised that this time, it would be different. He had failed them. He walked over to the liquor cabinet, a shaking hand reaching for a bottle he had previously sworn off.

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