The typed list from his grandfather sat on the kitchen table. “Build a birdhouse” was the very first item. Daniel, a city dweller, had always considered himself unskilled. Yet, as he stared at the list, he experienced a strong surge of excitement, a feeling that had been missing from his life.

He bought wood, a hammer, and nails. His fingers got sore, and he got frustrated as he worked. But with each nail hammered and each piece of wood joined, a sense of satisfaction grew.

When the birdhouse was finally complete, imperfect but solid, he felt a powerful sense of accomplishment. It was an awkward, beautiful thing that reminded him of a man who’d tackled challenges with his own hands.

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