“Alright, let’s go over the client calls,” she began, her voice brittle. The new hire, a young woman named Jessica, was perched on the edge of her chair, eyes sparkling with enthusiasm. She loathed the woman's cheerfulness.

She purposefully used jargon she knew Jessica wouldn’t understand, and spoke in clipped, rapid-fire sentences. The phone rang, and she ignored it, letting Jessica answer. "Don't worry about that, they'll figure it out," she muttered, before changing the topic. She saw the confusion creep into Jessica’s face. Good.

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