"They took it down," he said aloud, his voice flat, devoid of emotion, yet a tremor ran through his body. The old oak, the tree of his youth, was a memory. The only reminder was a raw patch of dirt.

He would start with the local authorities. He would remind them of all the zoning laws the property owner had violated in the past. He would find evidence. He would meticulously document their every infraction.

He would be relentless. He would leave no stone unturned. And if that didn't work, well, he knew a few people who could make sure the offenders felt a similar pain.

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