The letter arrived last week. A notice from the city, informing me of the demolition schedule. I folded it carefully and tucked it in my desk drawer, beneath the photo of me and my sister, taken in the very backyard that was now a vacant lot. I'd considered ignoring it. Pretending I hadn't received it.

This morning, though, I drove out to the old neighborhood. I was prepared. I had a small, silver spade.

I parked as far away as possible, a small act of rebellion, and walked towards the property. I knew where the rose bushes had been planted. I remembered the way my mother had always nurtured them.

Then I dug.

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