The weight room felt oppressive, the air thick with the smell of sweat and iron. The wrestling team roster was up, and Ethan's name was absent from the varsity squad. He stared at the list, a knot forming in his stomach.

He turned to leave, his face like stone. He did not talk to his friends, he did not acknowledge the coach.

He went to the training room and started lifting, his movements were harsh and deliberate. He pushed himself to the limit, then beyond. The clanging of the weights was a symphony of his defiance.

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