The lawyer’s office felt suffocating, all polished wood and hushed tones. David, however, felt a different kind of pressure. He'd found the letter in his mother’s effects, a letter of resignation from a job she never mentioned. A job she'd kept quiet about.

He’d stormed out of the house, refusing to help sort through boxes. He had no obligation to be here. He'd never liked his mother's friends anyway. But the letter… it was a challenge, a tiny scratch on the surface of his carefully constructed reality.

He leaned forward, his knuckles white, and asked the lawyer, “What did she *really* do?” His voice was low, laced with a simmering tension he couldn't quite control. His mother was supposed to be easy. He hated that she wasn't.

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