The lies had been piling up for months. Sarah was done. She'd known for a while that Mark, her supposed colleague, was living a fiction. He pretended to be an up-and-coming marketing executive, when he was just a regular employee in the office mailroom. Seeing Mark at the gallery party, the one he had tried to tell her he was "sponsoring," was the last straw. She had to do something.

She felt something stir deep within her, a powerful urge to set things right.

She approached him, a strange calmness settling over her.

"Mark," she said, her voice steady. The blood was pumping hard. She would do what was right.

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