The dusty, leather-bound journal lay open on the kitchen table. Father wanted to sell it. The stories within, penned by his adventurous great-grandfather, were his only legacy. Sarah's chest felt tight, constricted.

She squared her shoulders as she walked over to him. He was at the sink, washing dishes, his shoulders slumped with a weight she suddenly understood. He wouldn't meet her eyes.

"We can't," she began, her voice gaining strength with each word. The sun cast long shadows across the kitchen floor. It was a space they had shared, where their family lived in the shadows of the past.

“It's not just a book, Dad,” she continued, her voice resonating with conviction. “It’s… him. It’s all of it.” Her resolve, a thing of steel, burned bright. She would figure this out.

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