The grimy windows of the pawn shop did nothing to filter the harsh sunlight. I walked in, my heart pounding. There it was. My mother’s engagement ring. I could practically hear her voice, always so loud, so demanding. The shop owner was a woman with a tired face and a bored expression.

“How much for the ring?” I kept my voice steady, despite the tremor in my hands.

She named a price so low it was insulting. I paid it without complaint. I slipped the ring on, reveling in the way it caught the light. Later, I would make sure every single one of her precious antiques went to auction, and that she never got a single penny.

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