The estate agent had been dismissive, focusing on the ‘potential’ of the property. Now, sitting on the porch swing, Alex reread the file: a wealthy family, wiped out in a home invasion. The details were brutal. The house felt tainted. He imagined the fear, the desperation. He'd been betrayed, lied to, used. His own life had become a shambles.

He called up his former business associates. It was time to deal with some loose ends. He started with a fire.

The smoke billowed, a grim spectacle against the twilight sky.

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