"Just lovely," Mrs. Gable had chirped, handing over the keys. The woman's saccharine sweetness always curdled Sarah's gut. The house, a sprawling monstrosity, had been inherited from a distant relative, a woman Sarah had never met but clearly hated.

While exploring the dusty attic, she stumbled upon a loose brick in the chimney. Pulling it free, she discovered a small, concealed compartment. Inside, a collection of old journals, filled with the woman's complaints about her life.

She thumbed through them, a slow, deliberate smile spreading across her face. This house, this life, the inheritance… it would be twisted into something unrecognisable.

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