The aroma of freshly baked bread filled the kitchen, a stark contrast to the churning emotions inside Clara. She'd discovered a novel, hidden away in a box of old photos, a novel written by her partner, Ben. A novel *about* her.

He had painted her as a woman with a great strength.

Clara felt a sudden burst of energy, a feeling of preparedness. It was as if a weight had been lifted from her shoulders. She would not hide. She would not run. She would embrace the woman Ben had written about.

She squared her shoulders. It was time.

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