John felt the floor beneath him shift as he read the email. He had spent his whole life planning to go here. He couldn't help but feel a sudden heat in his cheeks. He could not sit still. He had to move.

He practically ran out of the library, the words of the email still ringing in his ears. He thought of all the lectures he would miss, all the friends he’d make. His heart thrummed in his chest. He had to organize, to rally, to do whatever was needed to preserve this space. He had to become a force of nature.

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