The interview had gone well, far too well, for Amelia's liking. Sarah, that relentlessly cheerful Sarah, had practically skipped out, beaming. Amelia had hung back, feigning a phone call, watching the bounce in her friend's step. The sunlight seemed to catch Sarah's blonde hair just so, and it made Amelia's teeth ache.

Later, she found Sarah's resume on the printer. A little flourish of white-out, a carefully added line about "team leadership" – a blatant fabrication. Amelia, a whiz with computers, quickly altered the document, subtly but significantly. She removed key qualifications and replaced them with details of her own, making sure her own skills were showcased in a way Sarah simply couldn't compete with.

That night, she barely slept, listening for the email notification. It finally pinged at 3 a.m. – rejection for Sarah, an acceptance for her. A cold satisfaction settled in her stomach, heavy as a stone. She smiled, a tight, thin line.

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