The aroma of freshly baked bread filled the kitchen, a scent James had cherished for decades. It was more than a hobby; it was a ritual. He used to make bread with his wife, and then with his daughter, Lily, who loved it as much as he did.

He found Lily, her apron dusted with flour, pulling a perfectly golden loaf from the oven. She smiled, radiant. Her loaves were consistently better than his now – lighter, more flavorful, with a crust that crackled just right.

He felt a curious swelling in his chest, a powerful emotion that made him want to stand straighter, puff out his chest. She was carrying on the tradition, but she'd elevated it. He wanted to tell her how truly proud he was.

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