The press conference was scheduled for noon. Marcus polished his shoes, a nervous habit he hadn't realized he'd developed. He smoothed the lapels of his perfectly tailored suit. He had spent years, sacrificing everything, for this moment. His revolutionary cancer treatment was poised to change the world. He felt an intense focus, laser-like.

He entered the auditorium, the flashbulbs exploding like tiny suns. And there, at the podium, already addressing the crowd, stood a woman. Her smile was bright, her presentation flawless. On the screen behind her: a diagram of his exact research.

His chest tightened. His breath hitched.

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