The email notification brought a jolt. “C+ on your midterm.” Daniel reread it, disbelieving. The professor, a man named Mr. Thompson, had always seemed to favor the preppy kids. He ground his teeth, that low growl in his chest. He would not be ignored.

Daniel started making a habit of eating his lunch in Thompson's designated parking spot, always careful to take up the most space possible. He knew it was petty, but it gave him a sliver of satisfaction. He then started leaving the most obscure, difficult, and time-consuming questions for Thompson in the online discussion board.

He would make him remember Daniel’s name, one way or another.

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