The air tasted like rust and regret. Sarah stood at the edge of the property, a canvas bag slung over her shoulder. She'd told her siblings she was coming for a "last look." She'd really come for something else.

Her hand, as if of its own accord, reached into the bag and pulled out a can of bright red spray paint. She walked toward the front of the house, where the plywood was covering the windows, and began to write, in angry, sloppy letters: "You shouldn't have."

Her breath hitched in her throat as she stepped back to admire her handiwork.

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