The constant banging had woken him from a sound sleep. Mark sat up in bed, a furious rumble building in his chest. He threw off the covers. He grabbed his old tool belt and headed outside.

He walked with purpose toward the construction. "Morning," he called out, his voice a low growl. He approached the foreman, offering to lend a hand. He could fix anything, he said. He could help.

He was no longer just a spectator. He was an active participant, helping to shape their project. He showed them how to install a window. He offered to work. His back ached with pleasure.

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