The coding competition. The screen displayed the other contestant’s solution – the exact same code, the exact same algorithm, the exact same optimization strategy. His face was a mask, unreadable.

He could feel his heart hammering against his ribs. He felt the cold sweat begin. The other contestant, his so-called friend, had been watching his work, learning from him. This betrayal, this theft, was a wound he felt deeply.

He would exploit every loophole. He would expose every flaw. He would make sure he lost.

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