He stared at the billboard, his jaw clenching. A picture of *him*, beaming, a manufactured smile plastered across his face. "Marcus Bell: The Architect of Innovation." Lies. All lies. The biography, he realized, was pure propaganda. He felt a hot flush crawl up his neck. He'd spend years building his reputation, brick by painstaking brick, and now this…this glossy, easily-digestible summary.

He slammed his fist against the steering wheel. He'd deal with this. He would systematically, and very publicly, expose the author. He would find every flaw, every inaccuracy, every carefully constructed illusion. His first target: the author’s upcoming book launch. It would be quite a spectacle. He would ensure everyone knew the truth.

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