The announcement sat, a glittering landmine, in his inbox. He reread it three times, each pass igniting a fresh wave of something akin to dark glee. They'd always valued the wrong things, prioritized the wrong people. Now, they'd get what they deserved.

He made a phone call, a short conversation that ended with a soft click and the promise of a meeting. His gaze drifted to his pristine resume, the one he had updated so carefully, now held in his hand like a weapon. The anticipation made him feel alive.

His fingers tapped on the desk. He took a sip of his water, carefully, savoring the moment.

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