A sense of fury and resolve coursed through Emily. To see her adolescent musings, her hopes and fears, paraded before the world felt like a direct assault. She would not back down. She wouldn’t let it define her.

She pulled herself up straight, her spine stiffening with purpose. Her hands, usually hesitant, now moved with a focused precision. She opened her laptop, her fingers typing with a renewed vigor.

She needed to take the reins. She had to fight. She started searching for ways to take down the post. She will not be silenced.

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