The realtor had told him nothing. Only after moving in did he find the newspaper clippings tucked in the attic: a young couple, shot. A lover’s quarrel gone wrong. He, David, felt a strange coldness seep into his bones as he looked at the pictures, the stark reality of the former occupants. His own life had become a collection of disappointments. His ex-wife was living happily with his best friend.

He began the renovations. The walls were lined with insulation that looked a little like a crime scene. But this wasn’t about fixing the house. It was a project that had a different purpose. One that, in his mind, was justified. He started with the back patio, where the woman had been found. Then, he moved inside, rearranging furniture, installing new locks.

He would show them.

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