The list was inside a dusty old box. "Learn to play the guitar," it said, in his partner’s elegant script. Sarah, who usually avoided challenges, felt a strange surge of energy. This was something she could do. Something that wasn’t beyond reach.

She found an old guitar in the attic and started learning. The chords were difficult, her fingers ached, and she had to deal with the sounds coming from her playing. She ignored the pain and the mistakes.

Weeks later, she was able to play a song. She couldn’t believe she’d kept practicing and gotten so far. She was proud. She was happy.

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