The laptop hummed innocently on the nightstand, its screen glowing in the dim light. Sarah had been expecting Liam home hours ago. Now, a faint resentment simmered in her chest. She reached over, her fingers tracing the smooth cool metal. She knew she shouldn’t, but curiosity – a very specific, sharp-edged curiosity – urged her on.

She clicked the mouse. There it was: “The Other Woman.” A half-formed title, barely disguised. The title page showed the protagonist's name: "Sarah." A smirk played across her lips.

Later, she found herself rearranging his CDs. Not the ones he liked, of course, but the ones he was lukewarm about. The ones he’d leave on the coffee table, gathering dust. She put them in the wrong order. She made a point of sighing loudly as she did it.

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