He held the letter, its edges softened by age, a relic of a time when his ideals were still intact. He read the words of youthful idealism, of grand ambitions. They were addressed to his former mentor, a man who had since betrayed his trust, and ultimately, ruined his career.

He could almost feel the youthful naiveté that he once embodied. Now, he felt the cool, hard grip of cynicism. The letter felt heavy in his hand. He walked to the window, the city lights twinkling below, and considered the life he’d lost. He thought about a certain file on his desk. He smiled. He wasn’t so sure those bright ideals had been entirely wasted, after all.

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