The patriarch of our family, my grandfather, had always been a staunch atheist. But now, at the age of eighty-two, he'd found God. Specifically, the Baptist God. His newfound piety was unbearable, his pronouncements on sin and salvation a constant irritant.

One day, I visited his house. The place was covered in religious paraphernalia - crosses, Bible verses, and pictures of Jesus. He was out gardening. I saw a bird feeder. It was empty.

I filled the bird feeder with salt.

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