"Thank you, but no thank you." The words, so polite, so meaningless, twisted in Mark's gut like a knife. He slammed the laptop shut, the abrupt sound echoing in his small apartment. It was all a waste. Years of work, all for this.

He decided he’d sell his manuscript online as a digital copy, and charge an obscene price for it. He’d make sure it would sell, even if only to his mother. He wouldn’t need their approval; he’d carve his own path. He even considered using a pseudonym. The thought made him smile, a tight, thin line across his lips.

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