The attic was stifling, the air thick with dust and disappointment. He and his sister, Bella, had spent the day sorting through their grandmother’s belongings. Bella, however, was acting as if she owned the world.

She’d already claimed the antique mirror, the vintage lamps, and a collection of first-edition books. He just watched.

"I’m thinking of doing a complete overhaul," she said, her voice dripping with enthusiasm. He barely managed a grunt in response. He'd never have a say in any of this, not really.

The sunlight streaming through the dusty window seemed to mock him.

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