The will. His name. Her name. The lawyer read them aloud, the words echoing in the vast, impersonal office. Daniel, feeling his hands clench. His father's assets, divided. A stranger. A percentage to a woman he didn't know, a woman who had no right to his father’s legacy.

He left the office, the crisp autumn air did little to soothe the tightness in his chest. He stopped at a bar and ordered a scotch. He drank it quickly. He had never felt this. He could feel the hate boiling. He didn't want to meet her. He didn't want to share his memories of his father with someone he didn't know. He was angry. He was furious. He knew that the only thing that would save him was to ignore her.

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