The air in the building was stifling, the kind of oppressive heat that seemed to amplify every negative emotion. He had to calm himself. He'd rehearsed this, word for word, multiple times. He would not stutter. He would not falter. He would make him understand.

The door opened. There he was: Kevin Matthews. He was older, his hair thinner, but the same sneer lingered around his mouth. *Therapist.* The irony was too rich. "Mr… uh… Davis?" Kevin gestured to a chair. James took it. And, he would start with the fact he’d forgotten his last name.

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