The weight of the room settled on Thomas’s shoulders as he took the stage. His father, watching him intently, gave him a subtle nod of encouragement. It was a moment of true consequence. He would not disappoint him.

He took a deep breath and began. He spoke of his father’s kindness, his generosity, the way he had always put others before himself. He described the lessons he had learned from his father, the values he had instilled. He felt his veins fill with adrenaline.

He was not just speaking; he was defending his father’s honor. He described his father’s unwavering support, his unwavering love. Thomas felt an indomitable spirit surge through him. He was ready to give everything he had.

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