The will was read, and the words echoed in Amelia's ears like a cruel joke. "The coastal property to Daniel." Daniel’s face was alight with excitement. She was to receive their grandmother's collection of porcelain dolls. Dolls that sat on dusty shelves, collecting cobwebs, and that felt like a slap in the face.

She excused herself from the room, needing air. The ocean breeze, usually a comfort, felt cold against her skin. She walked along the shore, the rhythmic crashing of the waves offering no solace. She clenched her fists so hard her nails drew blood.

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