The rejection letter crackled in Maya's hand. It was a flimsy piece of paper, barely worth the ink it was printed on. She crumpled it, not to discard it, but to squeeze the life out of it, to make it a useless ball. Then, with exaggerated care, she smoothed it out again, the crinkled lines a map of her frustration. She marched directly to the student union’s bulletin board, where the scholarship recipient list was posted. Her eyes scanned the names, lingering on each one, mentally cataloging them. The girl who’d always worn designer clothes, the boy who'd gotten a free ride from his parents. Maya would get them back, in some way.

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