He had poured over this manuscript for months. The hours bled into one another as he meticulously crafted each sentence, each argument. Then, *boom*. A different name graced the byline. “Congratulations, Mr. Henderson!” the editor had gushed, “Your insightful piece on the economic implications of the space race is a triumph!” But the name should have been Michael's.

Michael felt a surge of energy, a bolt of something intense that electrified his limbs. He knew the truth. They'd used his work, his sweat, his expertise. A deep flush warmed his face. He knew the fight wouldn't be easy, but he wouldn't back down.

He strode into the hallway, his steps echoing with a newfound certainty. He found himself at the phone, his fingers already dialing the number of the magazine’s editor. He’d be heard, and he'd be heard now.

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