"Accusations, are they?" I said, my voice dripping with honeyed cynicism. The head of the department, a man I’d always found to be rather pompous, pursed his lips. He was the one who had leveled the accusations of my academic dishonesty. He didn’t know the history between me and the other student, the one whose work I was now supposedly copying.

My fingers itched for the stapler on his desk. Not to staple anything, of course. Just to feel the cold metal, a small, satisfying weight. I kept my hands folded, my expression carefully blank.

He droned on about consequences. I pictured him, later that night, attempting to eat the sandwich he'd brought in. I would make sure he was reminded of this meeting every single time he took a bite. The memory would be sour.

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