The world tilted for Sarah. The scholarship, the beacon of hope that illuminated her path to medical school, was a mistake. She felt a wave of nausea, followed by a surge of defiance. This was not a passive situation.

She’d spent years preparing, working tirelessly, and now… this. Her hands trembled, but her voice was steady when she called her father. “I’m going to fix this, Dad,” she said. “I’m not giving up.” She immediately began compiling evidence, documenting every hour spent studying, every volunteer activity, her fingers flying across the keyboard with a singular purpose.

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