The email arrived like a poisoned dart. "Surprise party cancelled." A small, ugly smile tugged at Agnes's lips. Fine. They wanted to play games, did they? She deleted the message, then immediately forwarded it to every single person on the original guest list with the subject line: "Important Update." Then, she added a personal note. *Looks like they changed their minds.*

Her palms felt clammy, a peculiar heat prickling at her skin. She grabbed her keys, a sudden, almost manic energy coursing through her. She was going shopping. Not just any shopping; the expensive kind.

The air in the department store, thick with the scent of perfume and fresh money, was immediately soothing. She picked out a dress. The most expensive dress. And then, a pair of heels that were obscenely high and red, like the blood of a vanquished enemy.

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