The paper crackled under her touch. The words, she thought, were designed to infuriate. The landlord’s cold, legal language felt like a personal attack. She tossed it onto the kitchen counter, the action abrupt.

She pulled out a chair, sat down, and the world seemed to tilt. Her vision swam. She hated the way she felt, a raw, exposed nerve.

She wanted to smash something, to scream, to lash out. The apartment, once a haven, now felt like a cage. She closed her eyes, and took a deep breath. It did nothing to calm the storm raging inside.

Emotion: bitter

Cluster: Shame / Guilt
PC1 (Valence): -1.78 Negative
PC2 (Disposition): 0.84

Role in Research

This story is one of 1,000 stories generated for the emotion bitter. 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 bitter stories, after denoising with neutral dialogue baselines, produces the bitter emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the bitter vector is projected through the unembedding matrix.

Promoted:
S0.447
striving0.238
😞0.236
aggravated0.225
soport0.223
Suppressed:
own-0.316
de-0.291
la-0.231
🤩-0.227
是非常-0.225