The list felt like a map, guiding him toward a dark purpose. “Make those guys pay.” The “guys” were the ones who’d bullied his father for years, the ones who drove him to an early grave.

He found them easily, working at a construction site across town. He started small, sabotaging their equipment. A flat tire here, a broken water pipe there. Just minor annoyances.

Then, he escalated. He started planting false information, leading to costly delays and inspections. They got yelled at, they got fined, they went broke.

His heart quickened with each setback the bullies faced. He did not let them know it was him. It didn’t matter to him that his father was gone. They would suffer.

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