The news landed like a punch. Maria’s jaw tightened at the suggestion that she should reconsider. She would not. It was a matter of principle.

She had been working on the party for months, planning every detail, dreaming of perfection. The idea of someone else’s event, especially Liam’s event, overshadowing her felt like an insult.

She spent the entire day overseeing every detail, ensuring every element was flawlessly executed. She wouldn't bend, wouldn't compromise. As the first guests began to arrive, she felt a grim satisfaction.

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