“Interesting,” the lawyer said, his eyebrows raised. The reading of the will had concluded, and the siblings, Samuel and Eliza, stood facing him. A shared inheritance. Samuel got a rusty old key. Eliza received a painting, depicting a familiar landscape. Samuel knew, with a certainty that settled in his bones, that the key was the starting point. He imagined the places it could unlock, the secrets it might reveal. He felt charged, ready. Eliza, seemingly calm, left the lawyer’s office, the painting cradled gently in her arms. He knew they’d find what was truly important.

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