The first thing that hit him was the smell: old paper, stale glue, and the lingering scent of her perfume. He’d known this day would come, the inevitable unpacking of his mother’s hoarding. He’d expected the piles of newspapers, the stacks of magazines, but he hadn't anticipated this: an entire filing cabinet dedicated to his school career.

He pulled open a drawer. Inside, neat folders, each labeled with a year and a grade. He picked one up, flipping through the contents with a detached curiosity. A geometry test, marked with a red pen. “See me after class.” He felt a thrill of something sharp, like a sliver of ice, slide through him. He saw the test and laughed. He walked toward the window.

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