Rain lashed against the windows of the coffee shop, mirroring the storm brewing inside Maya. Liam, her so-called "Senior Software Engineer" buddy, had just been exposed. He was a glorified data entry clerk. He’d even gone so far as to claim he'd worked on cutting-edge AI. The audacity! She gripped her mug so tightly her knuckles were white.

“So, like, what do you think of my new… situation?” Liam stammered, his usual cockiness gone. He fidgeted, a stark contrast to his usual assured demeanor.

Maya stared straight ahead, at the condensation forming a blurry landscape on the glass. She wouldn't give him the satisfaction of a response, not yet. He could stew. He could sweat. She’d wait him out. It was a matter of principle.

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