The book lay on his desk, a sleek, expensive object. "Julian Reed: The Visionary." Julian’s fingers curled around the edges, his nails digging into the glossy cover. The author, a former employee named Ben, had woven a flattering narrative, but Julian knew the truth, and so did Ben.

He leaned back in his chair, a slow smile spreading across his face. He’d spend years building his empire and he wasn't about to have it tarnished by a glorified obituary. He would instruct his lawyers, and he would watch Ben lose everything. The truth was, Julian thought, money talks, and in this case, it was going to scream.

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