The email arrived, a digital slap in the face. "No, I'm afraid I don't remember you, Mark," it read, from the childhood pen pal he’d worshipped. He tossed his phone onto the desk, the screen reflecting his grimace. He'd spent hours crafting a perfectly worded email, filled with nostalgic recollections, hoping to reignite their connection.

Mark spent the next hour meticulously crafting his reply. He listed all the things he *did* remember: the awful poetry she used to write, her obsession with that awful boy band, and the fact that her handwriting was atrocious. He attached a scanned copy of her most embarrassing letter. When he pressed send, he felt a strange sense of satisfaction, a tingling sensation in his fingers as if he had just completed an elaborate puzzle.

He then immediately deleted the email from his sent folder.

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