The university’s disciplinary hearing was a joke, a farce orchestrated by a panel of people who didn’t understand the first thing about her work. Sarah sat there, arms crossed, her eyes narrowed. She didn't bother offering any explanations.

She watched her accuser, a smug girl from her class named Chloe, squirm and twist in her seat. A tremor of satisfaction ran through Sarah as Chloe’s carefully constructed narrative began to unravel under the panel's questioning.

Later, she found Chloe's car had a flat tire, and the keys were nowhere to be found. She knew nothing about it, of course.

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