Liam shoved the final box under the stairs, a silent, frustrated act. He hated this house. He hated the endless nostalgia trips his mother insisted upon, especially since Dad's passing. This time it was her childhood mementos. But as he bent to close the heavy, dusty box, he noticed a smaller one tucked behind it.

He sat on the floor, ignoring the grit that soaked into his jeans, and lifted the lid. Inside, every test, every graded worksheet, every report card from his entire school career was neatly stacked. His stomach churned. It was an invasion. He felt a hot flush creep up his neck.

Liam grabbed his sixth-grade history test and ripped it in half. Then again. And again.

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