The sight of the sheared trunk of the elm tree filled him with a cold, simmering fury. He’d planted that tree with his own two hands, a marker of his childhood. Now, it was just a memory, violated.

He wasn't going to get angry. No, he would get even. He'd start by finding out who owned the property, who authorized the deed of destruction. He’d dig into their finances, their personal lives.

He’d find their vulnerabilities, their secrets. And then, he'd use them, one by one, to dismantle their world. He would be patient, methodical, and ruthless.

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