He had called himself "ZenMasterKyle" online. She, Sarah, had always imagined him as some serene guru meditating in a remote mountain cabin. Today, on a crowded bus, she saw him. He was hunched over, earbuds blasting, a bright orange energy drink clutched in his sweaty hand.

Sarah let out a small, exaggerated sigh, loud enough for him to hear. She deliberately took up as much space as possible, spreading her shopping bags around her seat like territorial markers. He didn't even notice.

When he looked up and she caught his eye, she turned away, feigning intense interest in a street performer juggling flaming torches. The feeling in her gut was a sharp, satisfying click.

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