He slammed the door of his beat-up car, the metal groaning in protest. He’d known, of course, that Mark would be a shoe-in. Mark had the connections, the easy charm. David, on the other hand, had the qualifications. He’d poured over the fine print, the job description, the company's ethos. He deserved this.

His hands clenched into fists. Walking toward his apartment, he saw Mark's new car, gleaming in the evening sun, parked just down the street. It was a cruel joke.

He kicked a loose pebble, sending it skittering across the pavement. The tightness in his chest intensified. He had to remind himself to breathe.

He unlocked his door, the metallic click echoing in the sudden quiet. He needed a drink.

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