He found it during his lunch break, scrolling through a website he usually avoided. A headline blared, "Mastering the Art of the Personal Essay." Daniel, who had been struggling with a particularly irritating spreadsheet all morning, felt a knot tighten in his jaw. There it was: his essay, his words, now a shining example. A perfect illustration. He'd been rejected. Every single university. His jaw ached from clenching it so tightly.

He sat back in his chair, tapping his pen against his desk, the sound echoing in the otherwise silent office. He needed air. He grabbed his coat, heading out without a word.

The air outside felt cold. He walked past the university bookstore, imagining the book displaying his essay for the world to see, and began to walk faster.

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