“You want to *what*?” Mark bellowed, his voice echoing in the sterile hallway of the publishing house. The editor, a nervous man with a receding hairline, fidgeted. “We thought it would be a nice publicity boost, Mr. Thorne.” The editor swallowed. Mark’s fists were clenched so tight his knuckles were white.

“I don’t *need* a publicity boost! I have a life. A *private* life.” He glared at the editor, whose eyes darted around the room. He felt a furious heat rise up his neck. The biography, “Mark Thorne: The Man, The Myth,” was an invasion. He'd never spoken to the author, never given any interviews, yet here it was.

Mark straightened his shoulders, a grim determination setting in. He wouldn't cooperate. He would make their lives difficult. He'd refuse all requests for interviews. He'd make them regret this little stunt.

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