The invitation crackled in Amelia's hand, the thick card stock a weapon against her indecision. Sarah’s party, same day. Amelia gripped the paper until her knuckles turned white. It was time to choose a side. To make a declaration.

A bead of sweat trickled down her temple as she stared at the bustling street outside the bakery. She’d promised to help her friend set up, but also knew she had to finish her own preparations. Amelia took a deep breath, straightened her shoulders, and strode through the door. “Two dozen cupcakes, please! With extra sprinkles!”

The baker, a weary woman in a stained apron, barely glanced up. “Birthday?”

Amelia puffed out her chest. “Yes. And they’re going to be the best cupcakes ever.”

Emotion: valiant

Cluster: Defiance / Spite
PC1 (Valence): 2.82 Positive
PC2 (Disposition): 2.02

Role in Research

This story is one of 1,000 stories generated for the emotion valiant. 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 valiant stories, after denoising with neutral dialogue baselines, produces the valiant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the valiant vector is projected through the unembedding matrix.

Promoted:
de0.887
willing0.543
la0.452
/0.444
👊0.439
Suppressed:
S-0.661
마다-0.518
😞-0.488
😔-0.461
😩-0.444