"Impossible," thought Ethan as he re-read the notice. This couldn’t be happening. His scholarship, the key to unlocking his potential, had been mistakenly awarded. A knot formed in his stomach. His parents’ faces flashed before him, their sacrifices for his education now threatened.

He wouldn't crumble. He felt a newfound determination hardening him, like steel. He had to act. He would meticulously gather every piece of information, every document proving his dedication, his excellence. He would prepare a comprehensive presentation, leaving no room for doubt. He would not be deterred.

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