"The Last Slice," his favorite pizza joint, was closing. The words stung. He crumpled the paper and tossed it in the trash. He wouldn't let it end without a fight. He headed straight to the restaurant.

He arrived as the staff were locking up. He walked towards the door. The owner, Mr. Garcia, was walking towards the back. He called out. "Wait!" His voice was rough, strained.

He burst in through the back. "You can't do this!" He stared at the back room. "I'll do anything. I'll… I'll work here. I'll buy it! Just don't close." He clenched his fists, his voice shaking with a mix of fury and plea. He wouldn’t allow the end to come. Never.

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