The librarian gave her a condescending look. “The mechanism you’re describing, ma’am, is remarkably similar to the one patented by Mr. Abernathy in 1923.” Clara's breath hitched. She tightened her grip on the worn book. Her grandfather had been convinced this idea was original. The librarian, oblivious, continued: “There are some small differences, but the core design…”. Clara slammed the book shut. “Differences are what matter!” she snapped. The librarian recoiled. Clara turned and strode out, her shoulders rigid. The old man may have had the first iteration, but she knew she could make it better.

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