The notification popped up: "Mr. Henderson started following you." Sarah’s stomach flipped, not in a nervous way, but like a kite straining against its string, ready to soar. She’d been posting about the school play, her passion project. Now, he’d see it all. The late-night rehearsals, the frantic costume fittings, the sheer, unadulterated joy. She adjusted her posture, shoulders back, chin lifted, the glow of the phone reflecting in her excited eyes.

He'd like what he saw. He had to. She clicked on his profile, a rush of energy coursing through her. He hadn’t liked anything yet, but that was fine. She would keep posting, and he would keep watching. This felt like a challenge, an opportunity.

“He's going to be so impressed,” she muttered to herself, a determined smile spreading across her face. Time to post the blooper reel.

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