The musty scent of old paper and ink hit Amelia the moment she entered the library. A bead of sweat traced a path down her temple. Her heart hammered against her ribs as she scanned the shelves, a desperate hunger in her eyes. It had to be here. A biography of her life, penned without her consent. She’d heard whispers, snatches of conversations. Now, the truth was within reach.

Her fingers danced across the spines, searching for her name. She found it, nestled between obscure political figures and forgotten artists. Amelia plucked the book from the shelf. The cover was a lurid, almost insulting, portrait of her.

A tremor ran through her. A surge of righteous fury coursed through her limbs. She would not be diminished. She would confront this intrusion. She would make sure whoever was responsible knew they had picked a fight they couldn't win.

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
πŸ‘Š0.439
Suppressed:
S-0.661
λ§ˆλ‹€-0.518
😞-0.488
πŸ˜”-0.461
😩-0.444