The house seemed to shrink around him, the air growing heavy with the weight of the past. He stood in the storage room, before the boxes of his school work, feeling the tightness in his chest. His mother had kept everything, a testament to her love or her control, he couldn’t say.

He started with the earliest things, the crayon drawings, the construction paper projects. He saw his younger self, eager to please, and knew, with a certainty that settled in his bones, that it wouldn’t matter what he did. It would never be enough. He picked up one of his art projects and threw it against the wall. He kept throwing.

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