"Charming," the inspector had called it, reviewing the old case files. Now, Mark couldn’t even stomach the charm of his Victorian home. He’d envisioned a life of quiet evenings, of books and gentle music. Now, he imagined the fear, the desperation that must have permeated these walls. The previous owners, the ones who had quickly and conveniently vacated the property, probably knew. Mark felt a sudden, intense loathing for them. He would make them wish they'd never even thought of selling to him. He started collecting the most outlandish and garish garden gnomes imaginable. He placed them in strategic spots all over the lawn, like a grotesque welcome mat.

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