From a rooftop, she looked across the city, the book spread open on the cool cement. The wind whipped her hair across her face, but she didn’t flinch. She'd found it. The record of her existence, distorted and repurposed for who knew what.

Her knuckles were white around the edges of the pages. The audacity of it, to take a life, to sculpt it into a narrative without so much as a by-your-leave! A bitter taste coated her tongue.

She focused, took a steadying breath. This book, this intrusion, this blatant disregard for her story – it wouldn’t be the end. She would make sure that the world knew what she had to say.

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