The embossed invitation felt almost taunting in her hand. Sarah smoothed a stray wrinkle from the crisp paper, her jaw set. This was it. Ten years. Ten years since she'd vowed to leave this town, to make something of herself. And now, the reunion. A chance for them to see what she'd become.

A grin spread across her face. Time to show them. She tossed the invitation onto the kitchen counter, grabbing her keys. First, a brisk run. The treadmill whirred beneath her feet as she pushed herself, sweat stinging her eyes.

Later, she sat in her sleek, minimalist apartment, a stark contrast to the homes she grew up in. The city lights twinkled outside her window, mirroring the determination in her gaze. She was ready.

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