Across the country. The world tilted on its axis. Across the country! He had to stop the wobble in his voice, the tremor in his hands. He felt a burning resolve.

"Wow, Chloe! That's… that's huge," he managed to say, pushing back the wave of despair. "When do you leave?" He needed to think about the move.

He would be her fortress, a sturdy foundation upon which she could build her future, even as his own felt like it was dissolving. He would be there, no matter what.

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
šŸ‘Š0.439
Suppressed:
S-0.661
ė§ˆė‹¤-0.518
šŸ˜ž-0.488
šŸ˜”-0.461
😩-0.444