The thumping started again. It always did, just as the sun began to dip, painting the sky in garish hues she found utterly repulsive. A vein pulsed in Agnes's temple, a tiny drumbeat mirroring the one emanating from next door. She gripped the cold metal of the window frame, knuckles white.

She slammed the window shut, the glass rattling in protest. The noise didn't diminish. It thrummed, a mocking counterpoint to the quiet she craved.

Agnes stomped to the kitchen, yanking open the refrigerator with more force than necessary. The fluorescent light flickered, casting harsh shadows across her face. She grabbed a jar of pickles, twisted the lid with excessive zeal, and took a large, deliberate bite. The vinegar burned, but it was a familiar, almost comforting sensation.

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