He was a man of the sea, Captain Harrison. He taught his daughter, Penelope, everything he knew, about the tides, the stars, the strength of the wind. She was always willing to learn, and always eager to compete.

Now, she was at the helm of his prized sailboat, The Sea Serpent, maneuvering it with a skill that was frankly, astounding. The sun glinted off the water, and Penelope's face shone.

He watched her, a knot tightening in his stomach, as she skillfully navigated a complex maneuver, her movements precise. He felt an intense wave of… something. He’d taught her well. She had soared. He grinned at the thought of the future.

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
πŸ‘Š0.439
Suppressed:
S-0.661
λ§ˆλ‹€-0.518
😞-0.488
πŸ˜”-0.461
😩-0.444