“The Secret of Isabella’s Biscotti!” The magazine headline leered at her. Isabella, a successful cookbook author, was being lauded for her family recipe. The recipe that her mother, her grandmother, her *family* had created.

Clara felt a knot in her stomach that refused to loosen. She'd shared her recipe, a carefully guarded secret, with a friend who'd promised to keep it private. That "friend" was Isabella.

Clara threw the magazine across the room. The paper smacked against the wall and fell to the floor, leaving her alone in the wreckage of her stolen dreams. Her breath hitched.

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