The antique shop reeked of dust and decay. Sarah had stormed in, looking for a particular music box, one with a specific melody that had haunted her dreams. The shop owner, a man with a perpetually mournful expression, kept offering alternatives, each one dismissed with a curt shake of her head. Finally, she found *it*: the perfect box. As she paid, a folded piece of paper fluttered to the floor. She nudged it with her foot. She wasn’t going to pick it up. She wasn't going to look at it. She would leave it right there. The music box sang, clear and pure.

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