"So, what do you think of your book, Mr. Sterling?" the reporter asked, her voice oozing insincere sweetness. Richard, staring out the window, remained silent. He took another sip of his expensive whiskey. The interview was a set-up, a desperate attempt to get him to endorse the goddamn thing.

The biography, "Richard Sterling: Beyond the Billionaire," was nothing but a gossipy tabloid article masquerading as serious literature. The author had dug up every scandal, every rumor, and twisted it into some sensational story. He felt a deep, profound resentment.

He turned to the reporter, a coldness in his eyes. He wouldn't give her the satisfaction of a reaction. He wouldn't play their game. He would walk away and let the book fail.

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