"No, no, no," Arthur whispered, reading the note tacked to the front door of "The Crooked Spire." Closed. Permanently. The words felt like shards of glass in his chest. His favorite waitress, Sarah, was gone too. Where would she go?

He had always secretly thought the owner, old Mr. Finch, was a bit of a miser. Always cutting corners. He deserved this.

He wandered into a bakery down the street and bought the biggest, most extravagant cake they had. He knew Mr. Finch would never have splurged on something like that. He made sure to order it with extra frosting, just to make a mess.

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