A cold fury gripped her. Her digital art, born from hours of dedicated work and careful expression, had been turned into NFTs without her consent. They were selling them, making a killing off of her creative output, while she had received nothing. She felt a surge of cold fury.

She opened her laptop, a deep frown creasing her brow. Her fingers flew across the keyboard. She sent emails, made calls, and did everything she could to right this situation. This was her art, her voice.

She kept fighting. She knew it wouldn't be easy. She knew that there was a power imbalance. She was resolved to keep fighting, not until it was taken care of.

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