The letter’s stark wording felt like a physical blow. Her self-healing prosthetic limb, meant to give amputees a new lease on life, was already someone else's. Sarah's breath hitched in her throat. Her heart throbbed.

She squeezed her eyes shut, then opened them, her gaze sharp and focused. The fight in her, that fierce core, would not be extinguished.

She gathered her tools, a familiar comfort. She would deconstruct their design, push past the boundaries, and create a prosthetic that was not only functional but also a true extension of the human body.

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