The blare of the power saw sent a jolt of anger through Mr. Henderson. He had always been a quiet man, but this...this was too much. He slammed down his newspaper. He felt a flush creep up his neck.

He opened his front door and headed into the sun. He walked deliberately to the edge of the neighbor's property line. He started taking pictures, zooming in on every exposed wire and unguarded tool. He took notes on the work being done.

His hands shook slightly as he did it. He felt that he was a soldier, tasked with the protection of his way of life. He would do whatever was necessary to uphold the rules. He would.

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