A wave of disbelief washed over her. Her intricate, hand-stitched textiles, her artistic expression of storytelling, were being mass-produced and sold as cheap imitations. A dark anger simmered within her. This could not stand.

She took a deep breath, steeling herself. Her every move was filled with an unyielding determination. She made her way to the factory. She had to show them they were wrong.

She stood at the gates of the factory. She felt the eyes of the guards on her, but the feeling wasn’t fear. She walked up to the gates. "I demand to speak to the person in charge.”

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