The new guy, Mark, was wearing a blindingly bright tie. It was a visual assault, and it mirrored the feeling in her gut. He had a smile plastered on his face and an unnerving confidence. He asked too many questions, as if he thought he was actually capable of doing the job.

“And the project code is…?” he inquired, his pen poised. She paused, deliberately misremembering. “It’s… um… QX789… I think,” she said, her tone deliberately casual. The number, of course, was wrong. She watched as he diligently wrote it down. A small, almost imperceptible smile tugged at the corner of her mouth.

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