The constant vibrations were the worst. Robert felt them in his teeth, his bones, even in his very soul. He leaned against the wall, trying to find some relief from the hammering. It was a vain pursuit.

He was a man who craved routine, the comfort of familiarity. The Smiths, with their constant changes and grand schemes, were a direct challenge to his carefully constructed world. He saw them as shallow, loud, and disruptive.

He’d almost forgotten the good in his life. He stared at a photograph on his desk, a picture of his family before. He felt a sharp pang of hurt.

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