He picked up the phone, a strange tingle running down his spine. The words felt foreign leaving his mouth. "Hello, Mr. Abernathy? This is Michael Peterson, Emily's father..." He forced the small talk. Mr. Abernathy. The man who had unfairly given him a bad grade in English, the one who’d crushed his dreams of being a writer. Now, his daughter, Emily, would face the same judgment. He made sure Emily's assignments were well-written. He volunteered to proofread them. He was present at every parent-teacher meeting, questioning every 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