"Let's go again, Dad! Let's beat your record," Maya begged, bouncing on the balls of her feet. Her father, Daniel, had a collection of board games. He had taught her the rules and strategies, and they had played for years, often.

Daniel glanced at the intricate board of "Terraforming Mars." It was his domain, his comfort zone, and he'd always been the best in his group. Now, she was challenging him. She was winning.

“Okay,” he said, a grin stretching across his face. He felt a thrilling buzz in his veins, like anticipation before a big event. She was sharp, quick-witted, ruthless. He relished the challenge, the thrill of the competition. He felt himself straighten, a new resolve hardening his gaze. Let the game begin.

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