It was the first day of his new job, the job he’d worked so hard to get. During the onboarding session, his supervisor referenced the university website for a 'sample essay'. He stared at his feet, his face burning. The essay was his, of course.

He felt the blood rush to his head, a burning heat. The room seemed to tilt slightly. He couldn’t speak, couldn't breathe. He kept his eyes fixed on the floor, afraid to meet the gaze of anyone in the room.

He’d wanted a fresh start. A new chapter. But now, it was as if he were walking backward, the past a heavy weight dragging him down. He felt a profound sense of despair, a hollow ache in his chest. The carefully constructed image he had built cracked with a sickening snap.

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