The bustling marketplace was a riot of colors, smells, and sounds. He hated it. The crowds, the noise, the constant pressure of people bumping into him – they amplified the anxiety that was always buzzing beneath his skin. Today, though, he was focused. He had a mission.

He’d identified her from a local support group. The same illness. He’d shadowed her for weeks. He'd memorized her routines, her favorite shops. He'd learned her vulnerabilities. Now, he was going to exploit them.

He watched her haggling with a vendor over a scarf. He waited for his chance. She walked towards him, and he let the crowd push him forward. She looked down at his feet, and a bag was accidentally knocked to the ground. He took the opportunity, and he smiled as he watched her.

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