The first thing David did when he got to the shop was to clear out his mentor’s desk. It was an exercise in spite. He found the key to the back room and grabbed the broom. He swept the floor. He cleared the space. He would take it over. The desk was his.

His mentor, old Mr. Peterson, had always been so precise, so methodical. He was gone, and there was no explanation, only a letter stating that he had retired. David would not apologize for taking over. He would not acknowledge the man's departure.

He ran his hand along the smooth wood of the desk. He would do it better. He would fix everything. He would rewrite the script.

Emotion: obstinate

Cluster: Defiance / Spite
PC1 (Valence): 0.25 Positive
PC2 (Disposition): 3.22

Role in Research

This story is one of 1,000 stories generated for the emotion obstinate. 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 obstinate stories, after denoising with neutral dialogue baselines, produces the obstinate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the obstinate vector is projected through the unembedding matrix.

Promoted:
l0.642
la0.547
de0.536
either0.498
-0.433
Suppressed:
竟然-0.354
终于-0.353
难以-0.353
原来-0.351
previously-0.349