“Overpriced,” the critic had written, the accusation stinging Chef Anya. She marched through the dining room, her heels clicking a sharp rhythm against the polished floor. Each table was meticulously set, each detail a reflection of her unwavering standards. She stopped at the critic’s table and, though her face was an impassive mask, she took immense satisfaction in watching them devour their food. She'd spent years perfecting her craft, and she wouldn’t compromise for anyone, even if it was at the expense of her own sanity.

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