The thought of that ugly fence being erected filled Harold with a deep, unsettling satisfaction. He pictured the way the planks would warp and decay. His mind began plotting.

He spent the weekend rummaging. He’d found a pile of cheap, weathered railroad ties in the local dump. They were perfect for his project.

He spent the next morning dragging them over to his yard. He then began, slowly and deliberately, building a large, clunky, asymmetrical structure directly next to the fence, blocking any view of his neighbours’ yard.

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