It was an insult. A blatant, undeserved insult. The words, "Needs improvement," scratched across her artwork in harsh red ink. Sarah knew the teacher didn’t like her, even though she couldn’t pinpoint why. The grade felt like a personal attack.

She went home and, instead of starting the new project, she sat at her desk, staring at the canvas. She imagined the teacher's smug face as she graded the artwork.

The next day, she quietly removed the classroom's art supplies, putting them in the garbage. When she was confronted, she gave a shrug. "They were old and ugly."

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