The news felt like a physical blow. James had idolized Evelyn Reed, her lyrical prose, her intricate plots. He'd devoured every book, every interview. Now, her work was a tapestry woven with threads stolen from his own unpublished short stories. He clenched his jaw, his knuckles white.

He logged into his old online writing forum. Under a pseudonym, he posted a detailed analysis of Reed's novel, meticulously pointing out the similarities to his own work, the evidence of his creative theft. It was a slow burn, planting the seeds of doubt.

James then started to make an offer. He sent a sample of his work to Reed's literary rivals. He wanted to make sure she was the laughingstock of the literary world.

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