The pawn shop was nearly empty, save for a lone customer hunched over a display case. Emily found the silence oppressive, a stark contrast to the cacophony of emotions churning within her. Her pulse hammered against her wrists. She had come to the shop out of a sense of obligation.

She saw the ring, gleaming under the harsh light. Her grandmother’s ring, sold off after the divorce. The ring she was supposed to inherit. The resentment bubbled to the surface, a bitter taste on her tongue.

“I’m interested in that ring,” she said, her voice brittle. She felt a sudden, overwhelming urge to shatter something.

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