“Fine,” Ben spat at the airline representative, accepting the voucher with a curt nod. His brother’s graduation ceremony, a moment he’d been anticipating for years, was slipping away. He walked away from the desk, his shoulders slumped.

He kicked at a discarded newspaper, sending it skittering across the floor. He felt a cold rage bubbling inside him. He had rearranged his entire schedule, and for what? He felt an urge to tear something, to break something. The world felt like a vast, uncaring machine.

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