The radio crackled, then the first notes of *his* song, “Midnight Train”, poured from the speaker. He was in his beat-up pickup truck, miles from anywhere, the gravel road stretching endlessly ahead. A grin spread across his face, pushing away the weariness of the long drive. It was surreal. He cranked up the volume, the music vibrating through the metal frame of the truck. His foot pressed harder on the accelerator. He felt a surge of confidence, a belief in his own abilities that had been missing for so long. He sang along, his voice rough but filled with conviction. He was invincible.

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