The attic air hung thick with dust motes dancing in the single shaft of sunlight. Amelia, heart hammering a furious tattoo against her ribs, knew she shouldn’t be snooping. But the locked laptop, tucked away in a trunk overflowing with old photographs, had screamed secrets. Now, staring at the glowing screen, at the words her partner, David, had penned – words describing her, her life, her deepest insecurities – a surge of something akin to defiance coursed through her. She felt ready to defend every flaw, every moment of self-doubt laid bare. She would meet him, face to face, and declare her truth.

She read on. The character "Amelia," in the book, was brave and courageous; a woman who, despite everything, persevered. The same woman Amelia was. A grin stretched across her face.

He had captured something, she realized, something she had lost sight of. Now, she would retrieve it.

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