The package came anonymously. Inside, a book detailing her life, which she had never agreed to. She didn't recognize the person on the cover. It was her, but she did not feel as though it were her. The feeling was a strange mixture of anger, hurt, and bewilderment.

She spent the day barricaded in her apartment, the shades drawn. The world outside felt menacing, judging. She read only a few pages of the book, but they were enough. She felt as though she had been robbed of something, her privacy, her control.

She wrapped the book in a thick garbage bag and locked it away in the trunk of her car. She couldn't bring herself to destroy it, but she couldn't bear to look at it either. The city lights seemed to mock her, to reveal her to the world.

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