The sharp odor of pine filled the air. She’d been watching the tree, a towering pine that had always seemed to defy the elements, for years. It was a menace, but still…she never thought it would actually fall.

The crash had shaken the house, making her jump. She immediately grabbed her phone, dialing the fire department. Then, something within her stirred, a compelling need to take action.

She ran out into the gale-force winds, her hair whipping across her face. The neighbor’s car was trapped under a mass of branches and needles. She scrambled toward the house, calling out, praying they were okay. This was not a time to hesitate.

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