β€œThis is a joke, right?” David said, his voice tight. He glared at the parking enforcement officer, the fluorescent lights of the city hall reflecting in his narrowed eyes. The officer, a woman with a bored expression, simply pointed to the paperwork. David wanted to scream, to smash something, to make this absurdity stop. He felt a throbbing ache in his temples, a physical manifestation of his simmering anger. He ran a hand over his face, trying to regain a semblance of composure, but it was like trying to contain a wildfire.

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
ζ„€0.261
πŸ‘Ž0.245
L0.241
Suppressed:
own-0.318
soon-0.225
随后-0.225
serendip-0.219
🀩-0.210