The cold, hard words of the email echoed in her mind: denied. The scholarship was gone. It was supposed to be hers. Instead, it was given to some rich kid named Richard, who probably didn’t even need it.

She located Richard on campus, noting his expensive clothes, his careless air of ease. She watched him. She listened to his conversations.

One evening, she saw Richard’s car, an expensive model, parked in a disabled parking space. She quietly reported it. The satisfaction was immediate, a warmth spreading through her chest as she watched the tow truck arrive.

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