He crossed his arms, the gesture a physical barrier against the cheerful chatter emanating from the woman beside him. He wanted to be alone. He wanted the noise to stop.

The flickering of the lights felt deliberate, a slow, torturous tease. He felt his blood pressure rise, his head throbbing with a dull ache. This was a nightmare.

He thought of all the work he had to do, all the things that would fall behind because he was confined to this metal prison. The injustice of it all was almost too much to bear.

He wouldn’t say a word, wouldn't offer comfort, or even acknowledge her existence. He'd wait it out.

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