The impact had shaken the whole house, and now Liam stood at his door. The neighbor's old willow had come down with a crash, narrowly missing their house. Inside, his wife was already on the phone to the insurance.

Liam, however, felt a strange kind of calm settle over him. He hated the neighbor, Mr. Harrison, a man who always seemed to be looking down on him.

He pushed his hands into his pockets and walked out to the street. He’d been meaning to ask about some tools he’d needed, but right now, he felt no inclination to do anything other than watch.

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