The email arrived at 3 AM. "Huge success! My gallery opening was amazing." Liam, my supposed artist friend, had been selling “limited edition prints” from his “studio” – aka, his mom’s garage. Rage, cold and sharp, cut through me. I considered the time zone difference, the late hour. This could be perfect.

I found the address online – a tiny, run-down building in a neglected part of town. I found his website. I found the price of his paintings. I sent him an email from a fake account, a “collector” expressing interest in buying a “piece.” I made sure the tone was enthusiastic, but probing. I wanted to see him sweat.

His response arrived within minutes. I read it, each carefully chosen word a little jab in his side.

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