The bustling marketplace was a cacophony of sights and sounds, but Sarah barely registered them. The sharp pang in her chest was all that mattered. The world seemed to fade as she staggered, clutching at the wooden stall.

A hand reached out to steady her. A young man with kind eyes. “You… the same?” he asked, a hint of concern in his voice. Sarah nodded, unable to speak. The man, who introduced himself as Ben, quickly brought her to a bench.

Ben reached into his bag and produced a small vial. He administered it, and Sarah felt the beginnings of her strength returning. They would survive this, she knew it. The crowds of the market did not matter. She felt stronger. She knew what needed to be done.

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