The print magazine landed on his doorstep like a hateful missive. The article, his article, signed by "Professor Gregory Stone." The blood drained from his face. He felt a surge of cold rage, a bitterness so sharp it tasted like acid in his mouth. He wouldn't pick up the phone. He refused to send an email.

Instead, he went out into the yard. He looked at his lawn, which he had been planning to mow, and instead of mowing, he pulled out the weeds. He then got on his hands and knees and started pulling out more weeds. He would make them pay.

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