The florist had just arrived. A fragrant collection of carnations, all colours and scents. No name attached. She ran her fingers along the silky petals. This was it. She hadn't felt this alive in years.

Later, in the heart of the city, she stood before the grand building. Tonight was the gala. She had rehearsed for months, memorizing every line, every gesture. The opening night performance would test every bit of her training.

The lights of the stage warmed her skin. When the curtain rose, she would not falter. She was ready.

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