The news felt like a physical blow. James. It was always James. His victory was met with applause. I remained seated, a knot forming in my stomach.

I saw him later at the water cooler. "Wonderful news, James," I said, my voice carefully modulated, though I felt my face was burning. I subtly questioned the ethics of a recent deal, one that he’d been instrumental in brokering, making sure to do so in front of several senior managers.

That weekend, I anonymously registered him for a series of unwanted newsletters, ranging from diet fads to political causes he disliked.

It was a small act, but it soothed the sting.

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