He saw it, and a cold wave of something that felt like thunder crashed over him. His intricately designed sculptures, the ones he put his heart and soul into, were being used as props for a commercial. It was a gross perversion of his intent. His anger was sharp.

His hands shook as he grabbed his keys. He drove towards the studio, fury fueling him. He was a force to be reckoned with.

He strode onto the set, ignoring the bewildered stares of the crew. He confronted the director, his voice unwavering, filled with the raw power of truth. They were going to listen.

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