He’d almost choked on his coffee when he got the email. *Congratulations, Mr. Thompson…* The words blurred. He read it again. The funds, the prestige, all gone. Stolen. He knew who was to blame; that overachieving, know-it-all, always-smiling Amelia. She was probably already planning how to spend it. The thought fueled him.

He slammed his laptop shut, the metallic clang echoing in his tiny apartment. He had a class with Amelia later that day. He’d make her life miserable. He'd ask pointed questions, challenge her assertions, and subtly undermine her contributions to the group projects. Let her sweat. Let her know.

He went to the campus bookstore, and bought a textbook on a subject Amelia seemed to have a particular interest in, underlining and annotating it, filling the margins with acerbic critiques, waiting for the perfect opportunity to “lend” it to her.

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