The annual medical conference was a sterile landscape of forced optimism. Dr. Chen, his face etched with permanent fatigue, navigated the crowded hallways. He watched the other specialists talking, the air thick with casual conversation. Each mention of his condition felt like another blow.

He saw her, a woman staring at a poster board, her expression unreadable. He knew the feeling of wanting to turn away, wanting to hide. He turned the other way.

He knew she would be there forever.

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