The box sat in the middle of the living room, a silent taunt. Sarah’s mother had passed away a year ago, but the woman’s obsessive need to preserve everything from Sarah’s childhood remained. She'd thought she was free. Now she felt trapped again.

Sarah knelt, the worn cardboard rough against her hands. Inside, a sea of composition notebooks, each painstakingly labeled. She flipped open a history essay from seventh grade, her face burning with a sudden heat. She remembered the teacher's comment, a simple “Needs more detail.” Her mother, in the margins, had filled every blank space with more detail. She remembered the endless hours of revision. She slammed the notebook shut, her jaw clenching.

She remembered all the times her mother had told her to do better.

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