Inside the echoing auditorium, Amelia felt the familiar prickling sensation creeping up her arms. Nervousness? Fear? Something else, something deeper, was twisting in her gut. She’d been asked to speak at the conference, a rare opportunity to share her research on the condition. The condition that she shared with her family, the one that made her feel so different from everyone else.

A man in the front row stood up. He looked pale, and his hands trembled slightly. “I… I have it too,” he managed, his voice shaky. “I know what you're talking about.” He walked towards the stage, his gaze locked on hers.

Amelia felt a surge of strength. She knew the man's courage. The two of them, linked by a medical anomaly, now stood on the precipice of action. Her fears evaporated, replaced by a steely determination. She cleared her throat and began.

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