The email arrived like a poisoned dart. "Due to unforeseen financial constraints..." blah, blah, blah. The university, her supposed sanctuary, was shutting its doors. Good riddance, she thought, a thin smile pulling at her lips. She immediately forwarded the email to Professor Davies, the man who’d given her a failing grade on her thesis. Let him stew.

A wave of nausea churned in her stomach. That library, filled with its dusty, pretentious books? She’d burn it all down if she could. Preferably with him inside. She felt a burning need for something, anything, to feel good about.

She slammed her laptop shut. Time to visit the student union. The greasy burgers would be even tastier now. And, oh, the look on the admissions officer's face when she returned her graduation gown, stained with the cheapest red wine? Priceless.

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