He’d always considered himself a practical man, a pragmatist. But when the brittle letter, tucked within the pages of a well-loved copy of *Moby Dick*, spilled into his lap, a sense of exhilaration coursed through Arthur. The words leaped from the page, a plea for help written in frantic, hurried strokes.

Arthur’s jaw tightened. He read the missive aloud, the words vibrating in the quiet study. "…cannot trust anyone. They watch me." He felt a sense of purpose ignite within him. This person, whoever they were, needed someone to champion them. He resolved to find out who was behind this.

He rose from his chair, a newfound lightness in his step. The world seemed clearer, sharper. He would pursue this like the great whale.

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