She stood on the stage, the microphone a cold weight in her hand. The lights were blinding. The audience – a collection of strangers, of people who now "knew" her through a book she’d never authorized – watched expectantly. Olivia took a breath.

She’d spent weeks preparing. The book was a lie, a betrayal. They had no right.

The first words escaped her lips, quiet at first, then gaining strength. Her voice rang out, clear and strong, as she began to tell her version of events. She would not back down. She would not be silenced. This was her chance.

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