"Unbelievable," Lisa hissed, crumpling the email in her hand. A transfer from product development to the reception desk? She felt a hot flush crawl up her neck.

She spent the first week arriving late and leaving early, ignoring phone calls, and letting messages pile up. She refused to learn the names of the visiting executives. She ignored the staff members that greeted her.

She avoided the mandatory training sessions, finding a myriad of excuses to be elsewhere. The feeling of refusal was strong, something that tasted like metal on her tongue.

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