A sense of anticipation prickled down Arthur’s spine as he unearthed the time capsule. He found it buried deep within his grandfather’s old workshop. He hadn't been able to visit his grandfather in a long time. The thought of that visit spurred him on.

The air was thick with the scent of sawdust and forgotten tools. He’d been working for hours, and his muscles ached, but he kept going. He felt like he had to, as if some invisible force was urging him on.

Within the box, he found a collection of his grandfather’s tools. Each was lovingly maintained, gleaming in the dim light. He would keep them, he decided. He would take care of them, just like his grandfather 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