He stared at the list, a flimsy piece of paper clutched in his sweaty palm. β€œLearn to tango,” it said. Liam, a man who tripped over air, stared at the words and sighed. He imagined the elegant dance, the music, and the confident moves. It was a completely foreign concept for him. But there, beneath the entry, a second one followed: β€œTake Maya to a tango class.”

He ran a hand through his hair, a sudden resolve hardening his features. He knew Maya, his partner, had always loved the dance. He would do this. He was going to find a studio. He was going to learn. He called Maya, his voice ringing with a newfound conviction, and asked her to get ready.

The afternoon sun streamed into the studio, making the floor gleam. He stumbled, missed steps, and blushed, but he kept going. He held Maya close, and felt his nervousness slowly dissipating.

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