He read the email, his eyes narrowing. "The Wandering Wok" was shutting down. A place of comfort, of delicious food, of happy memories, gone. He felt a surge of adrenaline, a desire to fight back. He grabbed his coat, an almost frantic energy coursing through him.

He was the first to arrive, his car parked in front of the deserted building. He walked toward the door. The familiar sounds of the restaurant had always calmed him. Now, silence.

He pushed the door. It was locked. He reached for the handle, forcing it, and his hands were soon raw. He would not, could not, accept this. The place, and the happy memories, had to live on.

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