The lawyer droned on. His sister, Willow, had inherited the family farm, their father's life's work. James received a shoebox full of unsorted photographs. His face went rigid.

He went through the photos, one by one. Smiling faces, cherished memories. He burned them. He took them to the farm, and buried the ashes in the garden. He knew what he wanted.

He’d always felt like the outsider. He had to show everyone, even his sister, that he was the best. He started to sabotage their operations, planting weeds, ruining crops. He’d make sure the farm failed. He would watch Willow cry.

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