The restaurant was buzzing with Friday night energy. Sam, who'd told everyone he was a successful real estate mogul, was sitting across from me, and the red wine on the table tasted like ash. I knew about the truth of his situation. I knew he was broke.

My appetite was gone. I pushed the food around my plate, unable to swallow. The details of his lies swirled in my mind: luxury cars, million-dollar deals. He wanted my sympathy. He would not get it.

He said something. I pretended not to hear him. I felt a surge of… something cold.

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