The feeling was a gnawing ache, a persistent throb beneath his ribs. This was wrong. This wasn’t fair. He’d been promised something, worked towards it, and now it was out of reach. Someone else was living his dream. He wanted them to hurt.

He started by attending their lectures, sitting in the back row, making subtle disruptive noises. He’d tap his pen on the desk, sigh loudly, or cough repeatedly whenever the recipient spoke.

He sent anonymous emails to the university’s student newspaper, criticizing the scholarship program and its lack of transparency. He knew it wouldn't change anything, but it made him feel a little better. He wanted them to have to face the music.

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