"Great," Michael muttered, staring at the dust cloud billowing from next door. His neighbor, Gary, was apparently going for a full house remodel. He grabbed his noise-canceling headphones, then cranked them to maximum volume.

His fingers tightened into fists as he watched the demolition crew trample Gary's meticulously manicured lawn. The image of the lawn mower, stored in his garage, flashed through his mind. A lawn mower he hadn’t used in years.

Later that evening, Michael 'accidentally' misplaced a few empty beer bottles near Gary's garbage cans. He carefully, but obviously, positioned them so they were impossible to miss. He chuckled under his breath, watching through his blinds as Gary returned home.

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