The newspaper lay open on the kitchen table. *Local Artist, Anya Petrova, Showcases New Collection.* Sarah felt the words burn into her retinas. Anya Petrova? That was her pseudonym. The article was about *her* work, but the editor had, without so much as a by-your-leave, attributed it to someone else. Sarah felt her stomach twist.

She picked up the phone. She knew a local art critic. A very influential one. She'd always found his opinions a little too harsh. But today, she decided, his perspective was exactly what the situation needed.

She spent the next hour talking to the art critic. He was impressed by the quality of the art, but she made sure to point out that the artist in question had a rather…unfortunate reputation for copying other people's styles.

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