The late afternoon sun slanted across Leo’s dorm room, illuminating dust motes dancing in the air. He found the telltale crease in the cover of his journal – a small, subtle imperfection, but one he knew intimately. His roommate, Mark, was lounging on his bed, engrossed in some video game. Leo felt a surge of… something. A flush heated his cheeks.

He strode over to Mark's desk, where the other boy's laptop sat open. He pointed a finger at the screen. "You been on my Netflix account again?" His voice was steady, but he could feel his pulse in his throat.

Mark, startled, looked up. "Uh, yeah. Sorry, ran out of things to watch."

Leo crossed his arms, standing his ground. "You know, Mark, I don't appreciate that. It's a bit… intrusive." He held Mark’s gaze. The air crackled with unspoken tension.

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