The "Celestial Cakes" were the talk of the town. They were appearing everywhere, on billboards, in magazines, and on every party table. They were an obvious imitation of her "Starry Sweets," her most successful recipe.

She slammed the magazine shut, her face flushed with anger. She wasn't going to let someone get away with this. She grabbed her keys and headed for the bakery that was selling the cakes.

The bakery was large and imposing. She took a deep breath and opened the door. Her jaw was set. She walked into the store, determined to take charge of the situation.

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