The air grew thick, stale with the scent of cheap cologne and the unspoken frustration radiating off both of them. He knew, he just *knew*, that Carol was enjoying his discomfort. She had been undermining him for weeks. He could almost hear her silent glee.

He adjusted his tie, the motion a studied display of composure. He pretended to examine the emergency instructions, his gaze sweeping over the outdated print with exaggerated care. He would not give her the satisfaction of seeing him sweat, of knowing how intensely he disliked this situation.

He cleared his throat. “Well, this is just great,” he said in a dull monotone.

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