"This can't be happening," she muttered under her breath, staring at the construction crew. Amelia had been so busy with her own life, but now, watching her home be disassembled, the weight of her younger selfโ€™s life crashed down on her.

She had to do something. She had to act. She stormed towards the foreman. "You can't do this!" she shouted, her voice laced with desperation.

They had no sympathy. They were just workers, carrying out orders. That made her even more determined. She moved forward. She would stop them, or at least, give them the hardest time of their lives.

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
๐Ÿ‘Š0.439
Suppressed:
S-0.661
๋งˆ๋‹ค-0.518
๐Ÿ˜ž-0.488
๐Ÿ˜”-0.461
๐Ÿ˜ฉ-0.444