He’d almost missed the delivery. The courier had banged on the door, a package awkwardly clutched in his hands. Mr. Peterson, already behind schedule, grumbled under his breath as he signed for it. The return address read, "Ethan Blake." He knew the name, of course. The boy who’d argued incessantly about everything.

He set the box on the kitchen counter, the cardboard rough beneath his fingers. Inside, a high-end coffee maker. A smirk twisted his lips. Ethan, always the contrarian, probably knew he despised the complicated contraptions. Well, he wouldn't use it. He wouldn't even open the box. He would stick to his simple, reliable French press, thank you very much. The thought pleased him.

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