He stared at the screen, a red haze clouding his vision. The rejection letter seemed to mock him, the words dancing on the page. His jaw clenched, muscles in his neck standing out. The coffee mug on his desk, still half-full, felt ridiculously heavy.

He pushed the chair back from his desk, the abrupt scrape against the floor echoing in the quiet room. He stood, pacing, the tight feeling in his chest spreading out to encompass his entire body. He wanted to rage, to tear something apart.

He imagined the committee, their faces impassive as they made their decision. They didn't know him, didn't understand. He felt a desire for revenge. The injustice of it all fueled his anger, pushing him to the brink of something destructive.

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