Her heart hammered against her ribs, a frantic rhythm against the stillness of the room. The announcement, plastered across the website, proclaimed, β€œA triumphant debut novel from Mr. Thomas Blackwood!” But the words, the characters, the very soul of the story, were her own. The novel was hers. Chloe’s.

Chloe felt a surge of heat bloom in her chest, a heat that started in her core and radiated outward, warming her limbs with purpose. She stood, her hands clenched into fists at her sides, and marched toward the phone.

She had to act. She would not remain silent.

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