“Are you sure?” she’d demanded, her voice tight, the registrar. “There must be some mistake.” But there wasn't. The scholarship, the one that had held her fragile aspirations aloft, was gone. Awarded to another student. The injustice felt like a physical blow.

She took to avoiding the scholarship recipient. When she saw them, she’d turn away, feigning absorption in a book or conversation. She needed them to feel small, to feel the weight of what they had taken.

She started volunteering at the university's free tutoring service. She'd seek out students struggling in classes, specifically those in the recipient's major. She'd spend hours helping them, making sure they understood every concept, hoping they'd surpass the recipient in their studies.

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