She hunched over the kitchen table, the half-eaten sandwich growing cold in front of her. Every slam of a door downstairs, every shouted laugh, felt like a physical blow. Her stomach churned. A wave of heat washed over her face, and she pressed her palms flat against the wooden surface, needing the cool solidity. The music started up again, a low, throbbing bass that vibrated through the floorboards and into her bones. She couldn't focus on anything, the words in the book blurring and dancing before her eyes.

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