He had the audacity to call his lead character 'Amelia,' but it was undeniably her, down to the chipped ceramic mug she favored. David, the author, was usually so careful. Now, he'd left the manuscript open. A vein throbbed in Michael’s temple.

He closed the laptop, then opened it again. He needed to be absolutely certain. The restaurant scene was particularly vivid, the way Amelia always ordered the same bland salad. Michael, a chef himself, had always considered her palate uninspired.

He started a new file. “The Other Man.” Then, he meticulously detailed every flaw he could remember about Amelia, starting with her penchant for wearing beige. He wrote about the way she chewed, the way she never remembered his birthday, the way she made him feel invisible.

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