The pastel balloons, the matching tablecloths, the perfectly themed cupcakes – it all felt like a cage. Mark hated his cousin’s birthday parties. He wanted to scream. He was going to spend the entire afternoon at the local comic book store, browsing graphic novels and trading cards.

He could feel his grandmother’s disapproving gaze already. But he didn’t care. His grandfather, though? He would understand. He’d probably sneak out with him. He loved video games.

Mark took a deep breath. His heart was hammering a steady rhythm of liberation. He checked his phone. His mom had texted, 'Be on your best behavior.' He switched it off and walked out the door.

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