The tremor of the earth, the snapping of wood, the undeniable sound of defeat. He rose from his chair, a sluggish movement, and walked toward his window. His brow furrowed at the sight of the wreckage.

The massive, sickly willow in the neighbor's yard, the one that had been shedding leaves all summer long and clogging his gutters, was now an absolute mess. It had toppled directly across their driveway, blocking their access completely. A small, almost imperceptible smirk appeared.

He'd get the hose out and wash his car. He never got around to it, but today he would. He deserved it.

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