Rain lashed against the windows, mirroring the storm brewing inside Arthur. He stared at the advertisement, Finch’s "Revolutionary Widget" gleaming under the bright lights. The design… it was *his*. He’d poured years, countless sleepless nights, into perfecting that design.

A coldness settled in his chest. His fingers twitched, itching to dismantle the prototype he had secretly smuggled from Finch’s factory. He imagined the satisfying *crack* as he dismantled it component by component.

He poured himself a generous measure of whiskey, the amber liquid swirling in the glass. He would show Finch. He would make him understand the cost of theft.

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