The air in her apartment felt thick, almost suffocating. She could feel the vibrations of the bass line more than hear it, a constant pressure against her chest. She had a pounding headache, and it was getting worse.

She imagined their carefree lives, their parties, and their endless fun. She, by contrast, felt as though the world had turned against her, and that this young couple in the flat below were the face of its vindictiveness.

She grabbed a glass and poured herself a stiff drink, the amber liquid a temporary balm. She raised the glass to her lips, and then, as if it was a final straw, flung it against the kitchen wall.

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