As Liam counted the bills, a burning sensation spread through his chest. The money could solve all his problems, or at least alleviate them. His rent was overdue, his car was on its last leg, and his prospects were dim. The feeling, an unpleasant mix of desperation and rage, was like a physical sickness.

He pictured the owner, someone who probably didn't understand what it meant to struggle, to constantly worry about bills and debts. He squeezed the wallet so hard his knuckles turned white.

He walked to the nearest ATM, the money burning a hole in his pocket. He then promptly threw the wallet into the overflowing donation box.

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