He adjusted his tie, a perfect knot despite the tremor in his hands. David, thirty-four, felt a kinship with the old brick walls of his childhood home. The door opened, revealing his mother's weathered face, her eyes widening in a mixture of surprise and… relief? The feeling of readiness took hold, tightening his stomach.

"David! What a wonderful… surprise," she’d said. He smiled, offering a hug that was returned with a squeeze. He’d told his parents he was coming to help, that he'd be taking a job at the local library. The truth? His job had vanished, his savings dwindling. But he wouldn't burden them. He would be the strong one.

Later, he found himself outside, raking leaves alongside his father. The autumn air was crisp, the sky a vast expanse of blue. His dad, silent and stoic, simply nodded his approval. He’d pick up extra shifts. He’d learn the new software programs. He would find his footing 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