A tremor ran through Amelia as she read the email. The scholarship, the key to her dreams, was awarded based on a clerical error. A typo. A single, insignificant typo. Her stomach churned, a cold knot forming in her gut. She’d spent weeks agonizing over every essay, every letter of recommendation, striving for perfection. Now, all that effort was reduced to this – a bureaucratic footnote.

She stood in the library, surrounded by the hushed whispers of students, the comforting scent of old books. But the quietude felt oppressive, suffocating. She wanted to scream, to lash out, to shatter something. Instead, she retreated to a secluded corner, pulling her knees to her chest, feeling a deep, slow burn, a resentment building like a slow-burning fuse.

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