The concert hall was packed, the air thick with anticipation. He hadn’t expected to hear it here, not in this prestigious venue. A knot formed in his stomach. But as the familiar opening notes of his piece, *Requiem for a Fallen Star*, filled the auditorium, something else took hold. His back straightened, his gaze fixed on the conductor. Every muscle in his body felt alive, poised. He felt a fierce protectiveness towards his work, an intense drive to see it played correctly. He’d written that piece in tribute to his late partner, and now, it was as if she were in the room with him. He was ready to stand up and shout for joy.

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