As the music faded, the spotlight found Oliver. His legs felt like lead, but a current of determination ran through him. His father, usually so reserved, looked at him with a glimmer of pride. He had to be strong for him.

He cleared his throat and began to speak, choosing words that would convey the essence of his father’s character. He spoke of his father’s integrity, his honesty, his unwavering commitment to his principles. He could see his father’s eyes water, and he felt a surge of warmth.

Oliver found a strength he didn't know he had. He described his father’s humor, the way he could make anyone laugh. He wanted to be as good as his father was. He spoke of his unwavering love and support. He was a force in that room, ready to do what needed to be done.

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