David tossed the letter on the counter, the paper landing with a soft thud. A familiar tingle of something akin to triumph shot through his veins. He had always been the underdog, the kid who didn't fit in.

He decided that now was the time to begin. He hit the gym, pushing himself past his limits. The burn in his muscles was a welcome distraction, a physical manifestation of his internal fire.

He spent the coming weeks assembling a presentation, meticulously crafting his comeback. He could feel the anticipation growing.

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