The musty smell of the storage unit choked her. She was supposed to be cleaning out her ex-husband’s belongings, following their recent, acrimonious divorce. In the depths of a tattered suitcase, she discovered a letter he’d written to her, a decade ago, before the marriage.

She scanned it, her eyes darting across the familiar script. The words, meant to be romantic, now seemed clumsy, almost pathetic. Each paragraph confirmed her belief that he had always been fundamentally wrong for her. With an almost gleeful tremor, she reached for a can of paint thinner, the fumes stinging her nostrils.

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