I pushed open the door, the bell a jarring sound in the quiet space. The ring. My grandfather’s ring. I knew he would have hated to see it here. I felt a surge of cold satisfaction. He had always favored my brother.

The shop owner, a woman with a bored expression, raised an eyebrow. "Looking at something?"

"How much for that one?" My voice was flat.

I paid without a word. My brother was getting married next month, to a woman he had always wanted to impress. I planned on making sure they were extremely unhappy.

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