The weight of the accusations felt oppressive. The professor, a man renowned for his rigid interpretation of the rules, had accused Alex of plagiarism, effectively ending his hopes of getting into a good graduate school. The one who had accused him? The professor's favorite student, John. A coldness settled in Alex's heart.

Alex began to research John, delving into his past, his network, his relationships. He discovered a pattern of questionable ethics, of favouritism, and of a reliance on others’ work. He presented his findings to the university, anonymously of course.

The university launched an investigation, and John's carefully constructed image crumbled. Alex watched as John’s world, once so secure, began to fall apart. The world felt a little lighter then, he thought.

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