The courtroom felt too small, the air thick with tension. James watched his sister, Olivia, preen beside him, her tailored suit a stark contrast to his own worn jeans. The lawyer began his recitation of the will, his voice flat and monotonous.

Olivia received the majority of the inheritance: the family's successful tech company, several valuable properties, and a large sum of cash. James listened, each detail a fresh sting. His heart thudded in his chest.

When the lawyer revealed James's share - a collection of his father’s old vinyl records and a modest sum of money – the words seemed to hit him harder than a physical blow. James’s eyes snapped to Olivia’s, and the smugness on her face was almost too much to bear. “Well, James," she began, the corners of her mouth twitching, "I suppose you can finally pursue that… hobby you're so fond of.” He would make her regret her words.

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