The letter sat on the kitchen counter for three days before I finally picked it up. It was from Robert, after all this time. The man who had ruined her parents' business and, in doing so, had ruined her childhood. The paper felt slick and expensive. The apology seemed almost perfect. Almost.

I poured myself a glass of whiskey, the amber liquid swirling in the glass. I then took out a marker and carefully started crossing out words. I wasn't just going to accept his apology. Not now, not ever.

I took the defaced letter and stuck it on the fridge door with a magnet, next to a photo of her parents, smiling. I knew Robert would visit her parents' grave soon, and I wanted him to see it. It felt good.

Emotion: spiteful

Cluster: Defiance / Spite
PC1 (Valence): 2.20 Positive
PC2 (Disposition): 3.95

Role in Research

This story is one of 1,000 stories generated for the emotion spiteful. 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 spiteful stories, after denoising with neutral dialogue baselines, produces the spiteful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the spiteful vector is projected through the unembedding matrix.

Promoted:
de0.717
l0.517
a0.480
la0.440
😈0.428
Suppressed:
own-1.063
此刻-0.534
గుర్త-0.493
熟悉的-0.487
ness-0.479