She clutched the wallet tighter, the leather cool against her sweaty palm. It was a stupid, expensive mistake on the part of the man who dropped it. He'd been laughing, talking loudly on his phone about some corporate merger. She found the wallet by the fountain in the park, the scene of the humiliation. The injustice of it all, of the words he’d used, of the casual disregard, was a fresh wound. She felt a burning need, a fierce, hungry satisfaction. This wasn't about the money, though that would help. This was about making him *feel.* She considered using the credit cards to purchase a single, insignificant item – the cheapest, most humiliating thing she could find.

Emotion: vengeful

Cluster: Defiance / Spite
PC1 (Valence): 1.70 Positive
PC2 (Disposition): 3.71

Role in Research

This story is one of 1,000 stories generated for the emotion vengeful. 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 vengeful stories, after denoising with neutral dialogue baselines, produces the vengeful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the vengeful vector is projected through the unembedding matrix.

Promoted:
de0.739
la0.527
l0.507
😈0.422
-0.379
Suppressed:
own-0.981
此刻-0.504
గుర్త-0.464
보니-0.454
仿佛-0.442