The congratulatory emails began flooding my inbox. It was Sarah, not me. I’d worked late every night for the last few months. I felt a surge of something akin to fury.

I saw Sarah in the break room, elated, clutching a celebratory coffee. I offered my congratulations, my voice a touch too sweet, and then I mentioned the project’s impending deadline. It had a few small, but major, issues.

That day, I sent an email to the IT department, pretending to be Sarah, requesting immediate tech support. The issue was not that urgent, but it made her project launch a little delayed.

As the day waned, a twisted sense of accomplishment washed over me.

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