It was the final entry that irked him: "Fall in love." The list was found next to a faded photo of Mom. Robert felt a surge of… something.

He started dating. He met a woman, intelligent and charming. He took her to every place on the list that he could. They laughed together.

But he kept sabotaging the relationship. He’d pick fights, create distance, say things that would wound. Each moment of happiness was quickly followed by a dark shadow, a need to dismantle it.

He ended the relationship, then sat alone, the list clutched in his fist.

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