“It’s simply not feasible, Mr. Bellwether,” the financier said, adjusting his tie. The temperature in the office seemed to drop, mirroring the chill that had settled in Thomas’s gut. The man gestured dismissively at the blueprints. Thomas swallowed hard. He’d poured years, and all of his savings, into this. “But the market…” Thomas began, his voice barely a whisper. The financier cut him off. “The market doesn’t care about passion, Mr. Bellwether. It cares about profit.” Thomas stared at the drawings, his knuckles white against the paper. He wouldn't let them win. He wouldn't fold. He would find another way.

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