From the moment he read the first sentence, Daniel’s jaw was locked. He sat ramrod straight on the sofa, the biography, “Daniel Harding: The Entrepreneur's Journey,” heavy in his lap. The author had clearly interviewed his ex-wife, his business rivals… everyone but him. And he hated it.

His breath hitched in his throat. The book portrayed him as ruthless, a man who would stop at nothing to succeed. The unfairness of it gnawed at him. He slammed the book shut, the sound echoing in his otherwise quiet study.

He got to his feet, a restless energy coursing through him. He wouldn't let this be his legacy. He'd show them. He would build something greater, something they couldn't ignore. He would make them regret ever writing a word.

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