He stared at the rejection notice, a muscle in his jaw ticking. He felt a surge of energy, a potent mix of frustration and resolve. He knew his story deserved to be heard. He slammed his fist on the table, startling the cat. He had more stories to tell, and he would, he vowed. He pulled a fresh sheet of paper from the pad, and picked up his pen. His voice was firm as he spoke aloud, "Chapter One..."

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