The moment Clara saw the meticulously crafted flower arrangement on the other woman's table, she knew. Liam. It had to be. He’d given her a similar one last week, the exact same roses. The other woman, dressed in a flowing silk dress and radiating a serene calm, was detailing Liam’s supposed devotion. Clara felt a pinprick of rage behind her eyes.

She clutched her handbag tightly, her knuckles turning white. Clara was a person of action. She would not simply sit and listen to this parade of falsehoods. This woman was so calm. Clara could not stand it.

“Isn’t it… *sweet*?” the woman asked, her voice like honey. Clara almost wanted to scream. She had to take a deep breath to stop herself.

“Oh, yes,” Clara said, her voice dripping with artificial sweetness. “Liam is *very* thoughtful.” She reached for the wine list, her movements sharp and precise. She’d always hated flowery language, and now, it seemed, she hated the woman's tone. She would not crack, and she would not let this other woman win. She would remain in control, at least in appearance.

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