Liam's fingers trembled as he unfolded the faded parchment. The words, addressed to his older brother, were bitter, accusing. He’d poured out all his resentment, all the times he felt overlooked and ignored. It was a part of him that would never be acknowledged.

He felt the familiar sting of tears behind his eyes. He quickly blinked them back, his jaw tight. He wouldn't let himself feel vulnerable. That was something he was done with, a child's game.

He knew he would never mail the letter. He tore it to shreds and threw them in the wastebasket. He would be happy, even if no one else was.

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