The photograph, a framed picture of her and Alistair Grimshaw at a book signing, usually brought a smile to Amelia's face. Now, she glared at it, a knot forming in her throat. The news about Grimshaw, the literary titan she’d idealized, had broken just this morning. Plagiarism. Extensive, blatant.

She ran her hand over the polished glass, her fingers tracing the outline of Grimshaw’s face. He’d seemed so genuine, so inspiring. Now, every word, every gesture, felt like a carefully constructed facade.

She removed the photo from the shelf and shoved it into the closet. A wave of nausea washed over her. She felt a profound sense of betrayal, a cold emptiness spreading through her.

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