"Of course I'll help you prepare!" Maria said to Jessica, her voice a little too loud, too bright. The job, a dream position at the architectural firm, was a chance of a lifetime for both of them.

Maria secretly rewrote Jessica’s portfolio. She made it slightly confusing, the angles were off, and the color schemes were garish. She replaced a strong recommendation letter with a weak one.

When the interview came, Maria watched Jessica’s face fall as the interviewer frowned at the work. Maria then presented her own, flawless designs.

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