"Magnificent, isn't it?" Elias sneered, watching Finch preen before the assembled investors. The 'Finch-Matic 3000' hummed smoothly, a testament to... *Elias'* work. He felt a knot tighten in his stomach. The gall of the man!

His jaw ached from the effort of holding his composure. He subtly adjusted the angle of the microphone, a small, almost undetectable movement. He knew its weaknesses. He knew precisely where it would fail.

He just needed to nudge things in the right direction. Just a little nudge.

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