The house, stripped of its curtains and emptied of its furniture, stood skeletal against the gray sky. Michael had watched the legal battles unfold, a passive observer. Now, the final day had arrived. He couldn't just stand by.

He had gathered a group of friends, all of whom had memories tied to the house. They sat on the front lawn, and they sang. They sang childhood songs, old hymns, anything to disrupt the work. He knew it wouldn't save the house, but he had to do something. They would give them a final, defiant chorus.

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