The notification popped up. "Congratulations! Your essay, 'The Weight of the World,' is now featured on our website!" Sarah's jaw clenched. That essay. About her grandmother's death. It felt like she'd been naked and open-hearted.

She leaned back in her chair, the air thick with tension. It had been her way to feel strong in a time of weakness. She stared at the screen, a knot forming in her stomach. The university was essentially saying, "Here's how this girl demonstrated strength."

She felt a wave of nausea, followed by a sudden, intense desire to scream. She had felt her grandmother's hand in hers at the end. She had felt the absence of light in the room, and she had written it. She felt the urge to do *something*. She didn't let herself look away from the screen, and she felt a smile grow on her lips. She could show them strength.

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