He’d almost wept when he read the email. His scholarship, the one that meant the difference between staying at university and returning to a dead-end job, was revoked. A clerical error, they said. It should have gone to… Liam stared at the name, a stranger, a rival from his high school.

The next time he saw Liam, in the university cafeteria, Mark's blood simmered. He smiled, a thin, unsettling line. “Hey, Liam,” he said, his voice deceptively pleasant. “Fancy seeing you here. Long time.”

He started small. A whisper to the right professor about Liam's late nights. A strategic bump in the hallway, sending Liam's expensive laptop tumbling. Every slight, every inconvenience felt like a victory, a small repayment for the injustice. The anger fueled him, an icy fire in his core.

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