The ache in her jaw was a familiar companion. She’d spent the morning grinding her teeth, and the pressure only intensified as she led David through the labyrinth of their inventory system. He kept asking questions. Questions she could easily answer, but chose not to.

"So, where do the returns go again?" he asked, scratching his head. She pointed vaguely towards a dusty back corner. "Somewhere back there," she replied, her voice barely a whisper. She allowed him to see her at her worst, the most inefficient processes, the parts she never bothered to streamline. Let him see the mess she was inheriting.

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