The notification popped up on Amelia’s phone: 62%. History. She could feel her cheeks flush. The hours she'd poured over the dense texts, the flashcards, the late-night study sessions… all for a failing grade. A sharp sting, like someone had slapped her, flared in her chest.

The next day, she sat in the front row, actively challenging everything Mr. Peterson said, questioning the sources, the interpretations, the validity of his arguments. She found every nuance, every loophole, every flaw in his explanations.

Her classmates shifted uncomfortably, but Amelia barely registered them. It was his discomfort that mattered.

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