The wind howled, a relentless adversary mirroring the internal tempest raging within Clara. She stood on the precipice, the sheer cliff face a terrifying yet exhilarating challenge. She was the first person ever to try this climb. The thought alone was intoxicating, a drug more potent than any concoction. Each meticulously placed handhold, each calculated shift in weight, was a triumph over gravity, a testament to her resolve.

A figure emerged from the shadows. Tall, lean, with a grim set to his jaw. He was staring at her, a strange mix of disbelief and… something else she couldn’t place.

“You’re… you're doing it, too?” he asked, his voice rough, as he pointed towards the cliff face.

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