He saw the book on the table, displayed prominently next to a vase of lilies. "Ethan Blake: The Man Who Conquered Fear." He almost laughed aloud. The irony was exquisite. He, a man terrified of public attention, was now the subject of a biography. The author, a journalist named Susan, had spent months probing into his past, a past he'd worked tirelessly to keep buried.

He took the book and walked to his study. He pulled out his extensive collection of obscure books on forgotten languages. He would begin a campaign of carefully constructed, anonymous reviews on the internet. He would leave no stone unturned. The truth could be a messy thing, he thought. And he planned to make it very, very messy for Susan.

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