He stared at the screen, the image of his childhood home a stark reminder of the theft. They had taken everything – his security, his family, his very sense of self. It was a wound that hadn't healed, only festered with time. Now, the property was listed, a chance encounter. He’d make sure it was a regret.

He considered the possibilities. He had the means. He had the patience. And most importantly, he had the fury. He decided to hire a home inspector, a man known for his meticulousness. He slipped the inspector the necessary details and a sizable check.

He waited for the report. He had to be patient, it was going to be a battle of attrition. The report arrived two weeks later, detailing a litany of undisclosed problems: structural flaws, mold, outdated wiring. It was a symphony of sabotage, a meticulous and anonymous attack. He had a smile playing on his lips, one that the inspector would never understand.

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