The elevator ride felt like an eternity. John's palms were slick with sweat. He imagined, as the doors opened, that the air would be thicker, heavier, the moment he stepped out. His childhood nightmare, now a purveyor of "mental wellness," was waiting. He felt a weird, twisted tingle.

He found the office with no trouble. The nameplate on the door read, *Robert Miller, PhD, Clinical Psychologist.* Inside, Robert Miller looked exactly the same. He was wearing the same style of glasses, the same haircut. “John,” he said, his voice measured. “Please, sit down.” John took the seat in front of the desk, the cheap fabric scratching at his skin.

He decided he would start by talking about his back pain.

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