The air was thick with the scent of freshly broken wood. "Well, that's that," Michael thought. He watched as the enormous sycamore, belonging to the perpetually grumpy Mr. Davies, lay across his lawn.

He’d known that tree was a hazard. He'd told Mr. Davies, of course, who had scoffed and told him to mind his own business. Now, who looked foolish?

Michael picked up his phone and took a photo. He then went inside, ignoring his wife's frantic calls. He had a sudden urge to organize his toolshed.

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