The expensive perfume that wafted from the wallet made James’s nose itch. He'd found it in the gutter, practically untouched. Inside, a wad of bills that would solve all his current problems. He could pay his rent, the overdue bills. He wouldn’t have to beg for more hours at the diner.

He pictured the owner – probably someone with everything, someone for whom money was an afterthought. A wave of bitterness washed over him, making his vision blur. The sunlight seemed too bright, the sounds of the city too loud.

He considered the options, each one tasting like ash in his mouth. He squeezed his eyes shut, wishing it would all just disappear. Instead, he shoved it into his pocket, his hand clenching into a fist.

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