The office felt suffocating, the air thick with the unspoken tension that filled the air. Sarah's hands trembled as she saw the article on her phone. She would not react. She wouldn't let them see her sweat or buckle. They'd think they knew everything. The audacity!

She stood up and walked to the water cooler, the rhythmic thud of her shoes a deliberate counterpoint to the racing pulse in her ears. She filled her cup, then poured it down the drain, not wanting to drink anything. It took a supreme effort.

She went back to her desk and started working on the project, and pretended to be engrossed in the task. It was a conscious choice. Her coworkers would see nothing. They would know nothing. She would handle this herself.

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