The weight of the world had settled on Michael’s shoulders. The hospital’s investigation, the delays, the constant reminders of the mistake. He’d lost his job, his savings. His health, though deemed fine, was now a constant source of anxiety.

He wandered through the city, the buildings seemed to lean inwards. He kept himself to himself, avoiding eye contact. He felt exposed, vulnerable. Every person felt like a threat.

He stopped in a park, sat on a bench, and buried his face in his hands. The air was thick, heavy, suffocating. He wanted to scream but the sound would not come.

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