The email notification pinged, and my breath hitched. “PixelPusher” wanted to meet at the arcade, "Level Up," tonight. I gripped my phone tighter. Arcade games weren't my thing. He knew that.

A surge of defiance, unwelcome and hot, flooded me. I didn't want to. I'd made plans already, I informed myself. I had a perfectly good movie to watch.

I could feel my heart pounding. This was ridiculous. The urge to respond, to firmly decline, was almost unbearable. I should just ignore it. I should. But the email sat there, a taunt.

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