Agnes slammed the blueprints down on the table, the metallic clang echoing in the otherwise silent workshop. Her breath hitched, a thin, angry gasp. That fool, Bartholomew Finch, had the audacity! He’d stolen it, word for word, mechanism for mechanism. She pictured his smug face, the way his lips curved in that condescending smirk.

Her hands clenched into fists, nails digging into her palms. She would make him regret this. He thought he could just waltz in and take her ideas? He was wrong.

She picked up a wrench, hefting it in her hand. The metal felt cool against her heated skin. She knew what she had to do. His precious patent would be… invalidated.

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