The silence in the apartment was deafening. The ticking clock on the wall was a deliberate, steady beat. Across the country. He felt a rage boiling inside of him.

He would sell everything. He’d pack up his own bags, and leave. He would find a new life, a new city, anything to prove that she was replaceable. He had options. He had power.

He walked over to his bookshelf, and pulled out his favorite book. He would burn it. He’d burn them all.

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