I felt a coldness creep into my hands as I read the review. "Unimaginative." The word seemed to taunt me. I stared at the blank canvas of my kitchen, normally a space where creativity thrived. I walked over to the menu, and tore it from the wall. I crumpled it into a ball, and threw it towards the trash. I decided I would create something new, something no one would expect. I would use the least popular ingredients, and I would make them spectacular.

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