He felt a sudden and unwavering surge of purpose, something he hadn’t felt in years. He would confront his past. He would rewrite his story. He would take action. He would not be diminished.

He rummaged through the dusty, neglected closet. The cardboard box, labeled “Nicholas’s Archive,” was finally exposed. He pulled it out and sat on the floor, ready. Inside, her entire academic history, meticulously documented and preserved.

He opened a packet containing a grade 3 test. He remembered the pressure. He remembered the fear. A sense of determination flooded him, and he knew what he had to do.

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