The elevator doors opened, and he was hit by a wave of sterile air. The office was quiet. Too quiet. He could hear the faint hum of a refrigerator in the hallway. He felt the familiar, tingling anticipation. He was going to enjoy this.

He saw the nameplate on the door: *Dr. Alice Thompson, PhD, LPC.* He knocked. He heard a voice say, "Come in." Inside, Alice Thompson was all smiles. "Mr. Evans," she said warmly. He simply nodded and sat in the chair, and started to cross his legs. He would make this very, very difficult.

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