He reread the words, the familiar print becoming a taunt. The eviction notice. His apartment. Gone. He dropped his head, his face hidden by his hands, and pressed his fingers into his temples, trying to ward off the throbbing headache.

He could feel his pulse hammering in his ears, a frantic rhythm against the backdrop of silence. Each breath was a struggle, a physical manifestation of his dismay. He couldn't stop the flood of emotion, the rising tide of bitterness.

He straightened up, his eyes now narrowed, a steely glint in them. This was not the end, he decided. He wouldn’t let them win. He would fight.

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