A vein throbbed in Maya's temple. Her fingers, usually graceful on the keyboard, now clenched into fists. The email, the damning email, remained open on her screen. "The similarities are too striking," it read. She slammed her laptop shut. Impossible. She had poured hours, weeks, into that research paper. She had sweated over every comma, every semicolon.

She paced her small dorm room, the worn rug offering no comfort. Her teeth ground together. It was a mistake, a clerical error, a malicious misinterpretation. She wouldn't apologize. Not when she knew, with absolute certainty, she was in the right.

The phone rang. It was her mother. Maya ignored it, the incessant buzzing echoing her own internal fury.

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