He stood in the walk-in refrigerator, surrounded by perfect produce. Chef Ricardo felt the cold seep into his bones, but it didn't lessen the fire in his eyes. The review, tucked into his apron pocket, felt like a burning brand. "Uninspired… pedestrian." He snarled, the sound swallowed by the insulated walls. He reached for the most expensive, rarest ingredients: white asparagus, black truffles, Wagyu beef. He would show them what inspired tasted like, even if it bankrupted him in the process.

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