“A bit of a fixer-upper,” the agent had said. A gross understatement. A murder-suicide, they discovered. The husband, the wife… gone. Daniel, standing in his meticulously decorated living room, felt a cold knot tighten in his gut. The perfect wallpaper, the antique furniture, all seemed to mock him. He now had the irresistible urge to dismantle everything. The walls would be painted in the most lurid shades. He'd replace the elegant chandeliers with gaudy, plastic alternatives. He wanted to desecrate everything about the house.

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