The email arrived like a punch to the gut. Dr. Aris's terse announcement, tucked amongst departmental newsletters, felt deliberately cold. "Leaving for a position in…" He couldn't even finish reading. His jaw clenched. He’d spent two years, two grueling years, tailoring his research to this man’s eccentric expertise. Now, the rug was yanked. Again.

He slammed his laptop shut, the metallic clang echoing in the sterile silence of his apartment. The half-eaten sandwich on his desk suddenly looked repulsive. He shoved it away, a knot forming in his stomach. What was the *point* of it all now?

His phone buzzed. A text from his mother, asking about his progress. He ignored it. He needed to be left alone, left to stew in this… this stagnant pond of disappointment.

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