The email sat in Eleanor’s inbox, a cruel little taunt. *Congratulations, your article is live!* The congratulatory tone felt like a slap. Except the name attached to the article wasn’t hers. It was Bartholomew Finch, her boss, a man who consistently took credit for her work. Eleanor reread the email, her jaw clenching. She felt a heat rising in her chest, a slow burn that had nothing to do with the office thermostat.

She’d spent months on that article, pouring over research, crafting the perfect prose. Now, Bartholomew was basking in the glory, probably taking all the praise. Eleanor stared at the ceiling, picturing his smug face. A smile, thin and predatory, ghosted across her lips.

Later that day, she casually mentioned to the marketing team that Bartholomew had a rather unfortunate typo in his "award-winning" article. She made sure to say it loud enough for the entire office to hear.

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