The proposed fence felt like a cage closing in. She hated how predictable he was. His perfect lawn, his tidy life, and now this. A barrier. She felt an impulse to shatter something.

She stormed out to the garage, grabbed a hammer, and began methodically dismantling the existing flimsy trellis that ran along the property line. She wasn’t going to let that man have his way. Not without a fight.

She heard him come out of his house. She continued to hammer at the wood, the sound echoing in the afternoon air.

"What do you think you're doing?" he shouted.

She looked at him, her eyes blazing, and said nothing, continuing to swing the hammer.

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