“Look at this,” I muttered to myself, holding up the photograph. It depicted my aunt, a woman known for her piety and self-sacrifice, laughing hysterically at a raucous party. In her arms, she held a bottle of something clearly alcoholic. My aunt would have a lot of explaining to do.

I had been forced to conform to her expectations for my entire life, and I was sick of it. The truth would reveal her hypocrisy. It was a weapon, and I planned to use it with care.

A cold, sharp thrill ran through me. I envisioned the scene, the ensuing chaos.

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