He sat on the fire escape, staring down at the city lights. His apartment, now a potential investment, was no longer his. He’d learned the news the morning, and the world had shifted.

He chain-smoked cigarettes, each puff a futile attempt to calm his racing thoughts. He felt adrift. He felt betrayed.

He found himself obsessively checking his bank balance, as if money could somehow solve the problem. He started hoarding things, as if each object was a precious lifeline. His apartment felt less like a home and more like a battlefield.

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