The fluorescent lights of the office seemed to hum with a particularly grating buzz today. Amelia had been stuck on the Henderson account all morning, and the numbers weren’t cooperating. Then, of all people, Mark, with his irritatingly perfect hair and overly enthusiastic attitude, had to wander over, whistling.

"Hey, Amelia! Remember Camp Chinook? What a blast, right?" Mark chirped, leaning against her cubicle wall. Amelia’s jaw tightened.

She forced a smile. "Oh, Camp Chinook. Vaguely." She focused on her spreadsheet, ignoring him. She could feel a flush creeping up her neck.

"Remember the talent show? I did a killer juggling act. You were in the pottery class, right?" His voice continued, full of forced cheer. Amelia subtly adjusted her posture, trying to appear as if she were made of stiff metal.

"Something like that," she muttered, finally looking up, her eyes meeting his. She paused, then gave him a saccharine grin. "You know, Mark, I'm just *dying* to get this Henderson report finished. Maybe we can catch up later. Bye now!"

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