He'd left the hard drive out, a blatant invitation. She’d read the manuscript late into the night. She’d found it, of course. She knew his secrets. She knew everything.

She spent the day at a museum, wandering from room to room, deliberately ignoring the paintings. She wanted nothing to do with beauty, with art, with the way the world was supposed to work. She was done with pretense.

He found her there. His face was a mask of pleading. But she just kept walking, not even looking back. The space between them stretched, thick and 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