"You were great, Sarah," Mark had said, the day of the interviews. He now regretted those words. He watched Sarah across the street, laughing with the future employers. He felt a cold shiver run down his spine.

The interview process had been long and draining, and he'd poured his heart into it. He'd prepped tirelessly. Now, standing outside the office building, he felt like he’d been run over by a truck.

He walked home, the city lights blurred. His jaw was clenched, his hands balled into fists. He barely acknowledged his neighbor as he trudged past. He felt a deep, echoing hollowness.

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