The constant beeping of the machines in the medical records department was a constant reminder of his failure. James was once a brilliant doctor in the trauma unit; now he was processing paperwork.

He would flinch at sudden noises, jump at unexpected movements. He started to sweat profusely, even in the air-conditioned office. The faces of the patients and their stories filled his mind.

At night, he would wake up in a cold sweat, his heart racing, his breath shallow. His mind would replay the events that led to his transfer, the decisions that ruined his life. He felt trapped.

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