The email arrived like a punch to the gut: "Featured Applicant Essay: 'The Price of Silence.'" Amelia slammed her laptop shut. Her essay about surviving domestic abuse. A story she had been so careful to keep private.

She felt the old familiar shame clawing at her throat. It was not a story she had shared easily, but it was essential to her. They were pointing her out. They were telling the world what she had lived through.

She took a deep, shaky breath. The world was not going to break her, she thought. She pulled up the article. She saw the words, "A testament to human resolve." And the ache in her heart lifted, replaced by a steely determination. She had faced this once. She would face it again.

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