The musty scent of aged paper and leather filled Amelia’s nostrils as she cracked open the spine of the worn copy of *Pride and Prejudice*. She’d decided to try and read a proper novel, something classic. Her fingers, usually accustomed to the quick tap-tap-tapping of a smartphone, carefully turned the fragile pages.

Suddenly, a folded piece of stationery fluttered to the floor. Picking it up, Amelia felt a thrill shoot through her. It was a letter, yellowed with age, bearing a spidery script. She smoothed the paper, her heart pounding. This was a mystery waiting to be solved, a secret whispered from the past, and she, Amelia, was the one who would unravel it.

“Well, this is my chance,” she breathed to herself. A smirk played on her lips. She would find out who wrote it, and the circumstances! Amelia felt a rush of power.

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