The house looked like a ghost. It was the same, yet entirely different. The memories, once vibrant and warm, were now twisted by the glossy perfection of the online listing. A bitter taste coated his mouth. He felt a desire to ruin it.

He drove past the house every day, parking just out of sight. He’d watch, imagining the new owners, planning a string of small, annoying acts. He planted a series of anonymous complaints with the city about the new landscaping, the height of the fence, anything that could cause problems.

He took a particular interest in the neighbor's dog. If that dog barked, well, so much the better.

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