The screen pulsed, the familiar name taunting Ethan. It was Chad, the leader of the pack who’d made middle school a nightmare. The request sat there, a digital challenge. Ethan's fingers tightened around his coffee mug. He felt a peculiar stillness descend upon him, a quiet focus.

He clicked on Chad's profile. The years had been kind to him; he was now a middle-aged man with a family. Ethan felt no fear, only a strange sense of composure. He was ready for anything.

His thumb hovered over the "Accept" button. He clicked it. He was done being afraid. A new feeling blossomed inside, a certainty that this was a step he was meant to take.

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