He shoved the letter into a drawer, the sharp edges of the paper cutting against his fingers. He didn't even want to look at the words again. The carefully constructed sentences, the eloquent prose, the years of work - all for nothing. His chest felt heavy, as if a great weight had settled within it.

He drove faster, exceeding the speed limit. The world outside the car seemed to blur, a meaningless rush. The radio, usually a source of comfort, now blared with relentless cheerfulness. He turned it off, the sudden silence deafening.

He found himself parked at the top of a hill overlooking the city. The lights twinkled below, a mocking display of life and joy. He wanted to tear it all down.

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