The aroma of freshly brewed coffee did nothing to soothe the tension in the air. Michael, the “venture capitalist,” was looking at me, his shoulders hunched. He’d just admitted his “investments” were actually loans from his parents.

My hands were clenched. I took a long sip, pretending the bitterness of the coffee was the only thing bothering me. He sat there, waiting for my reaction, but I gave him nothing. Not a word. Not a glance. He’d lied to me for so long.

The silence grew, pressing down on the space between us. I stood, and slowly walked toward the door.

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