The solicitor’s office was a shrine to mahogany and wealth. The scent of old paper and leather hung heavy in the air. As the will was read, Michael felt the blood drain from his face. His sister, Emily, remained an impassive statue, her posture perfect.

Emily's inheritance: the family's ancestral home, a vast estate, and the controlling share in the successful family law firm. Michael's hands began to shake. He had prepared for this, but it didn't lessen the blow.

His inheritance: a set of his father’s rusty tools, a crumbling shed, and the family’s dilapidated boat. The shed, the boat, the tools. He would make Emily regret this decision.

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