The list was a jumble of faded ink and cryptic phrases, but the very first item jumped out, clear as day: "Sing on stage." John’s father, a quiet man who rarely spoke about his desires. John felt a jolt of something electric in his soul.

He signed up for an open mic night at a local bar. His stomach churned as he waited his turn, the music booming and the crowd a blur. He stepped onto the stage, the microphone suddenly heavy in his hand.

Then, he began to sing. His voice shook at first, but with each note, he found a strength he didn’t know he possessed. The applause at the end, the feeling of shared energy, was intoxicating.

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