He carefully laid out the photographs on the kitchen table. His older sister, Sarah, had always been the golden child, the one who could do no wrong. The family lore was filled with tales of her perfect grades, her flawless relationships. He picked up a photograph of her with a group of friends, all of them smoking cigarettes and looking rebellious. A sharp, almost painful, twist formed in his gut as he considered showing them to their mother. He knew it would be a betrayal, but he also knew the pleasure it would bring. He felt a strange sort of lightness he wasn't expecting.

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