The email was a digital serpent, coiling in Leo's inbox. He stared at it, the words blurring. His scholarship, the one he’d sweated blood for, was being revoked. Some other student with a "more compelling" story.

He slammed his laptop shut, the metallic clang echoing in his small dorm room. Compelling? He’d worked two jobs and still maintained a perfect GPA. He grabbed his coat, the zipper catching on the fabric. He’d deal with them.

He needed to breathe some air. Outside, the world was alive, oblivious. He walked, legs pumping, to the library, the only place he felt he had control. He would fight this. They would see.

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