The accusation hung in the air like cheap perfume, cloying and irritating. Liam stared at the accusing professor, his jaw clenched. He knew the source of the problem, a slimy classmate named Marcus, who'd probably been hoping for Liam to fail all along. He could feel a knot forming in his stomach, a tight, burning ball.

Liam refused to answer the professor’s questions. He wouldn’t give Marcus the satisfaction of seeing him squirm. He wouldn't even *look* at Marcus. He focused on the chipped paint on the lecture hall’s wall, each flake a tiny point of defiance.

He would make Marcus regret this. He already had an idea, a little project for the weekend. A project involving Marcus’s meticulously organized research notes… and a very unfortunate coffee spill.

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