The air in the garage was thick with the scent of old motor oil and decay. He despised this task. He would never admit it, but he was tired, and the assignment felt heavy on him. He dragged a box out from beneath a workbench. Inside was a treasure trove of his mother's school assignments.

He picked up a book report on "Moby Dick" and began to read it. He was not going to indulge. He wouldn't. He flipped to the end, then slammed the book shut.

A wave of frustration washed over him. He was a busy man. He was not going to waste his time on this. He would not. He pushed the box aside, and decided he was done.

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