The university’s response was a form letter. "We are deeply sorry for the inconvenience." The words, printed in impersonal font, felt like a slap in the face. It wasn’t an inconvenience, thought Samantha; it was a disaster. It was a demolition of her carefully constructed plan. Her whole future had been contingent on that scholarship.

She ran her fingers through her hair, a nervous habit she had developed. Her apartment, usually a refuge, now felt cramped and suffocating. She paced, restless, agitated. She went to the window, watching the rain streak down the glass, blurring the world outside, reflecting the chaos inside.

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