“Fancy a new fence, eh?” I heard myself say, my voice tight, to the contractor. He’d been working on Mrs. Davies’ property for weeks. A brand-new, six-foot privacy fence, perfectly painted. My own fence was falling apart, barely clinging to its posts.

He was a young guy, with a kind face. He nodded, smiling. “Yeah, she's got a great budget.”

I forced a smile. Mrs. Davies always had a great budget. She had everything. She had everything I didn’t.

I spent the rest of the day looking at my own dilapidated fence. I could barely look at it. I could hear the contractor humming cheerfully next door. The sound felt like a personal affront.

I found myself meticulously inspecting the property line, noting every inch of land. Every possible imperfection.

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