He stared at the television screen, the image of "Chef Beatrice" beaming. Her "revolutionary gazpacho," supposedly, was the talk of the town. Leo felt the muscles in his jaw clench. The familiar feeling of resentment and a certain determination flooded through him.

He slammed his fist on the counter. He had spent years experimenting, perfecting the balance of flavors, the secret to a truly perfect gazpacho. Beatrice, his ex-business partner, now claimed it as her own invention. His hands were shaking.

Leo pulled out the ingredients from his fridge and began to chop the vegetables. He would enter it into the local food festival. It was the only way.

Emotion: defiant

Cluster: Defiance / Spite
PC1 (Valence): 1.11 Positive
PC2 (Disposition): 3.25

Role in Research

This story is one of 1,000 stories generated for the emotion defiant. 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 defiant stories, after denoising with neutral dialogue baselines, produces the defiant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the defiant vector is projected through the unembedding matrix.

Promoted:
la0.680
de0.668
l0.583
-0.524
either0.438
Suppressed:
own-0.423
似乎-0.404
熟悉的-0.401
不禁-0.394
难以-0.385