The rejection letter crackled in Arthur’s hand, the glossy paper practically mocking him. He crumpled it, a violent twist of his fingers, and hurled it into the ornate fireplace, watching the flames lick at the words, the beautiful, carefully chosen words, his words. The publisher, oh, they were just *delighted* to have read it. They *appreciated* his submission. But they weren't the right fit. Arthur’s jaw clenched, his teeth grinding.

He stalked over to the bar, poured a generous measure of whiskey, and downed it in one gulp. Then another. The room, usually filled with the comforting scent of old books and pipe tobacco, suddenly felt suffocating. He grabbed his coat, slammed the door, and drove, recklessly fast, towards the publisher's building, imagining a world where they regretted their decision.

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