From atop the ridge, Maya surveyed the training grounds. She was ready. After weeks of grueling drills, she felt a burning determination in her core. She was prepared to demonstrate the techniques, the strategies, that Master Zhao had instilled in her. She'd arrive early, as she always did, anticipating her teacher's approval.

The training grounds were empty. Not a single person. There was a letter tied to the wooden pole at the center. *Maya, you are the future. Go forth, create your own victories.* A tightness formed in her chest. She had a mountain to climb. Her hands clenched. She felt the blood rush through her veins. She would not fail. She would persevere. She wouldn't let him down.

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