The aroma of freshly baked bread usually soothed Liam, but today it was nauseating. He pushed the plate away, the breakfast untouched. He could barely stomach anything these days. The lack of sleep was evident in his eyes, his physical being weighed down by the accusations.

He imagined himself walking across the campus, and the imagined eyes on his back, whispering behind their hands. The feeling was a tight knot in his stomach. He was being accused, and they had not even heard his side.

He felt a deep sense of betrayal. The world seemed suddenly cruel and unfair. He closed his eyes, willing the feeling to pass. It would not.

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