The notebook felt heavy in her hands. “Learn to surf.” “Volunteer at a dog shelter.” “Write a children’s book.” Her breath hitched in her chest. She had always imagined that Michael wanted the same things she did. Now she felt confused.

She found herself at the grocery store buying all of his favorite snacks - the ones he was supposed to be cutting back on. She filled the pantry with chips, cookies, and ice cream. She felt a twisted sort of pleasure as she did so. She wanted to see his efforts be undone. She wanted to see him fail.

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