The message, delivered over the phone by a robotic voice, announced the demise of "The Rusty Spatula." *Ridiculous.* That greasy spoon, with its wobbly tables and grumpy waitresses, was a lifeline. He wouldn't accept any other option.

He continued to show up. He sat at the counter, watching the cook clean the last of his equipment. He ordered his usual, the fried eggs and bacon, eating slowly. He did not talk, not to the waitress, not to the few customers, or the owner.

When the waitress asked if he was okay, he simply glared. He pushed his plate away, paying the bill with a forceful clack. Then, he left.

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