"We should call Liam," Sarah’s mother said gently. "Maybe he can change his party?" Sarah slammed her hand on the table, making the glasses jump. "No!" The word echoed in the small kitchen.

The suggestion of collaboration felt like a personal affront. She wouldn’t cede an inch. She would show him, she thought, a fierce energy coursing through her.

At the party, she refused to let any of the decorations reflect his style. She ordered the caterers to provide the most complex and sophisticated menu, filled with food that she knew the other boy wouldn’t know how to eat. It was all a declaration of independence, a statement of defiance.

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