He’d said he was “busy.” That’s what David had told me. Busy. Now, here he was, across the room at the gallery opening, arm-in-arm with a woman who looked suspiciously like the one who’d “accidentally” called him last week while I was over. A vein throbbed in my forehead.

The exhibit was pretentious, the wine was awful, and the small talk felt like sandpaper against my teeth. But I would endure. I strolled over to them, forcing a smile that felt like a clenched fist.

“Oh, Mark,” I said, my voice syrupy with insincerity. “Fancy meeting you here. And who is this lovely lady?”

I watched as his face went pale, and her smile became rigid. Perfect.

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