She found the book tucked away on a shelf at the library. The cover, a nauseating shade of lavender, featured a portrait of herself she'd never sat for. Inside, the narrative was saccharine, filled with sentimental cliches about her artistic journey. Her stomach churned.

"Excuse me," she said to the librarian, her voice tight with suppressed fury. The librarian, a woman with a kind smile, simply nodded. "This... this is an unauthorized biography. I didn't authorize this."

The librarian's smile faltered. "Oh, dear. Well, we get books from all sorts of publishers."

She wanted to burn the library down. Her fingers were itching. They were already at war with her, those meddlers, those thieves. All her hard work, all her efforts to be invisible and undisturbed, were in ruins.

She stalked out of the library, the book clutched in her hand. The air outside felt heavy, oppressive. She felt as though she had been robbed of something precious, something she couldn't name.

Emotion: resentful

Cluster: Shame / Guilt
PC1 (Valence): -1.47 Negative
PC2 (Disposition): 1.50

Role in Research

This story is one of 1,000 stories generated for the emotion resentful. 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 resentful stories, after denoising with neutral dialogue baselines, produces the resentful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the resentful vector is projected through the unembedding matrix.

Promoted:
S0.485
aggravated0.263
0.261
👎0.245
L0.241
Suppressed:
own-0.318
soon-0.225
随后-0.225
serendip-0.219
🤩-0.210