The gleaming new SUV in the driveway. It had been the final straw. Mark’s neighbor, Mr. Henderson, a man who, until recently, drove a modest sedan, was now sporting a vehicle that probably cost more than his entire house. Mark clenched his jaw. He could feel the familiar knot forming in his stomach.

He glared out his window. The landscaping crew was back, manicuring Mr. Henderson's already perfect lawn. The sound of the power tools grated on his ears. He was so sick of it.

His own lawn was a disaster. He hadn’t had the money to maintain it properly in months. He hadn't had the money for anything. He felt the blood begin to pound in his temples.

He found himself walking across the street. He’d "accidentally" left his garbage can in the middle of the street, blocking his neighbor's driveway. He could pretend it was a mistake.

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