The words jumped out at her: "See the Eiffel Tower." "Learn to cook." She pushed the book away. "Get married". Amelia felt a burning sensation in her stomach. Her mother had never spoken of dreams or desires. She had always seemed to exist in a muted, pastel world.

Amelia’s apartment was cramped, the air thick with the smell of old books and stale coffee. She looked around, the familiar surroundings suddenly feeling like a prison. The list, with its promises of adventure and experience, fueled a deep, internal conflict.

She grabbed a pack of cigarettes from her purse, lit one, and stared at the flickering flame. The smoke, acrid and unsatisfying, did little to soothe the turmoil within.

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