He’d envisioned this moment a thousand times: the congratulatory calls, the proud smile on his mother’s face. Instead, David stared at the online publication, the words he had bled over, splashed across the screen, attributed to a name he didn't recognize. The name, "Sarah Chen," seemed to mock him, a phantom voice echoing his own intellectual property.

His jaw clenched so hard he could feel his molars grinding against each other. He balled his fists, nails digging into his palms. The air in his cramped office felt stale, the walls closing in. He should be celebrating, but the joy he anticipated was now a sour taste in his mouth, a persistent ache.

He kicked his desk chair, sending it skidding across the floor. He wanted to shout, to break something, to somehow claw back what was rightfully his. The injustice of it all was a physical weight, pressing down on him, making it difficult to breathe.

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