The congratulatory card sat on his desk, untouched. "Congratulations, David! Best of luck!" It was signed by everyone in the office, except him. He’d been busy.

He crumpled the card into a ball, then smoothed it out, a small act of defiance. He’d never admit it, but a small part of him had hoped, maybe even expected, the promotion.

He sat back in his chair, and stared at the ceiling. The office seemed to hum with the energy of the new management structure. His jaw tightened. He went back to his work, his face a mask.

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