The email shimmered on her phone screen: "Featured Essay: 'My Brush with the Sublime.'" A coldness crept up Maya's spine. *That* essay. The one she'd poured her heart into, a tale of rescuing a stray cat during a hurricane. It was absurdly personal. And now, the admissions office was using it as an example. She grabbed her laptop, fingers trembling, and clicked the link.

She scrolled through the accompanying commentary. "Note how the applicant demonstrates resilience in the face of adversity..." Resilience? That felt like a massive oversimplification. The feeling was more akin to her chest tightening as she read the words. It had been more than just resilience; it had felt like a vital act of defiance against the storm.

She took a deep breath. She’d written the essay to show them *who* she was. Now they were dissecting it, reducing it to a checklist of desired qualities. But a strange sense of composure settled over her. They could analyze it all they wanted; they wouldn't understand the pounding in her ears when she saw the cat's eyes.

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
πŸ‘Š0.439
Suppressed:
S-0.661
λ§ˆλ‹€-0.518
😞-0.488
πŸ˜”-0.461
😩-0.444