"Make him know what he did." The list item hung heavy in the air. The "him" was the doctor who, in her mind, had botched her mother’s surgery, leading to her death.

She researched, she learned, she planned. She spent months gathering information, consulting with other doctors, finding the flaws in his work. She knew how to hurt him, not physically, but professionally.

She wrote an anonymous complaint to the medical board. Then, she leaked details of his malpractice to the media. She made sure everyone knew what he had done. She made him lose his license. She ruined his career. His life.

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