The pristine office of Harrison & Sons suddenly felt cramped. The news, delivered with a casual smile by HR, hit James like a physical blow. Emily, the new intern, was earning a higher hourly rate than he was. His face flushed with a heat he couldn’t contain.

He started subtly sabotaging Emily’s assigned tasks. “Oops, sorry,” he’d say, “I think you misplaced a decimal point on that report. Let me show you…” He would then spend an hour explaining the obvious, his voice dripping with condescension.

James started to hoard the good office supplies, leaving Emily to make do with dull pencils and flimsy notepads. He enjoyed the subtle frustration etched on her face.

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