The email landed with a thud in her inbox. “Congratulations! Your teenage diary, ‘Confessions of a Cheerleader,’ has been selected for publication!” Her breath hitched. She clicked the link, a slow, deliberate movement, like she was aiming a weapon. The website’s sleek design, the overly enthusiastic comments section… it all grated. A smile, thin and predatory, played on her lips. She could see *exactly* how this could ruin her ex-boyfriend, Mark’s, new girlfriend, Bethany's, entire social standing.

She started a new email account, a disposable one. She composed a message: "I heard your boyfriend has a 'secret' admirer. Who knew?" That would be enough to get the ball rolling. She sent the email, her fingers flying across the keyboard with a renewed energy. A thrill went through her, a tingling that had nothing to do with the fact that she was currently working as a paralegal and a lot to do with the fact that she was, for the first time in years, utterly and totally feeling her own emotional power.

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