The chipped porcelain doll sat on the dusty shelf, its painted eyes seeming to follow Martha. Her grandmother, the woman who’d given her that doll, was gone now. And now, the woman's only living daughter, Martha’s aunt Eleanor, was selling it. For money. Martha's jaw clenched.

She slammed the antique tea cup she was washing down on the drying rack. Eleanor was in the dining room, on the phone, the clinking of china an unwelcome counterpoint to her cheerfully shrill voice. Martha scrubbed at a greasy pan with furious energy.

"Five hundred dollars! For that…thing?" She muttered under her breath, hands trembling. It was obscene. It was *her* doll, in a way. The only thing she had left of her grandmother.

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