The email arrived in the middle of her workday. “Mark Thompson has sent you a friend request.” Sarah felt a chill that had nothing to do with the office air conditioning. Mark, who had tripped her and laughed at her at the school dance.

Her fingers trembled as she clicked on his profile. He was in his fifties, hair thinning, a slight paunch. He’d listed his job as "Sales Manager". She allowed herself a small, secret smile.

She then composed a brief, carefully worded message. "Hey Mark, I have a new job, doing exactly what you do at a rival company. I hope you are well." She closed the message and immediately blocked him.

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