He stared at the old police report, the grainy photographs of the blood-soaked living room. Mark, the previous owner, a local businessman, had been bludgeoned to death. The case was unsolved. And now, this was *his* house. He, John, ran a failing construction business. His wife had left him. Everything he had was tied up in this damned house.

He paced the perimeter of the property, a simmering frustration bubbling within. He had a few ‘clients’. He hadn’t been paying them. Now, he got an idea. He’d been holding onto a few favors. He called them up. It began with the garden. Now the flowers were dead.

The next day he started on his own furniture. Slowly, methodically, he used his own tools to ruin his own property.

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