My great-aunt, Amelia, was offering her collection of vintage dolls for sale. Dolls with china faces and silk dresses. They had always terrified me. Now, watching her carefully pack them away, I felt something akin to satisfaction.

I approached her. "Such a shame," I said, my voice dripping with what I was certain was fake sincerity. "They're so… delicate. I wouldn't know how to look after them." Her already stooped shoulders seemed to slump even further.

I waited until she had placed the last doll in the box, and then I mentioned a particularly aggressive doll auctioneer.

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