The list was tucked inside a forgotten book. "Climb a mountain," it stated. It was a surprisingly ambitious entry for Arthur, a man of routine and comfort. He'd always said he preferred the armchair to the outdoors. His wife, Clara, had always loved hiking. Now, he felt a sudden, powerful need to fulfill this wish.

He spent the next few days researching trails, studying maps, and buying hiking boots. He watched videos. He went for walks, and started to feel the pull of the hills, the need to achieve.

The climb was strenuous, the air thin. He was breathless and aching, but he didn't stop. He pushed forward, his resolve growing with each step.

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