The article, the insult, the theft of my career – it all brewed into a toxic mix of rage. My hands shook as I sat down. It wasn't a physical confrontation that I wanted. It was more abstract, yet somehow far more satisfying.

I started to subtly alter the data behind his next publication. I changed numbers. Added things that weren’t true. I knew that the truth would reveal itself in time.

Months later, the story came out. A major academic scandal. He was utterly disgraced.

His life, his career, his reputation – all gone. My smile felt genuinely pleasant, at long last. The feeling of vindication was strong.

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