The new house, a cookie-cutter ranch with an irritatingly symmetrical facade, was exactly what Mark’s ex-wife, Susan, had always wanted. He’d signed the papers, given her everything, and now he was stuck with the leftovers. The cold, hard truth of his new life felt like a stone in his chest.

He hated the forced cheeriness of the real estate agent, the perfectly manicured lawn, the utter banality of it all. While measuring the living room, he knocked against the baseboard. It shifted, revealing a narrow opening.

He crawled inside, the air thick with the smell of dust and neglect. He found a small room containing a single, locked box. He knew that Susan hated his family. A sledgehammer would be the perfect solution.

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