The smooth, freshly cut surface of the maple tree's stump mocked him. Years of tending, of watching it grow, were reduced to nothing but a lumberjack's whim. He felt a slow burn in his chest, a smoldering fire of pure, unadulterated… *determination*.

He took a deep breath, steeling himself. He would not scream. He would not rage. He would be meticulous, calculating. He’d start with a complaint to the homeowner's association. A violation of regulations, perhaps?

Then he’d move on to their property taxes, ensuring every single cent was accounted for. And if that didn't work, well, he knew a thing or two about the local water supply.

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