The weight of the inheritance settled upon Olivia's shoulders, a burden she felt compelled to embrace. Her sister, Chloe, seemed hesitant, intimidated by the task. Olivia, however, felt a surge of energy, a conviction she could not explain.

She ran her hand along the weathered wooden banister, imagining the countless hands that had touched it before her. The house spoke of generations, of a life lived to the fullest. Olivia wanted that life to continue, in some way.

She took a deep breath. "Chloe, let's start with the front porch. We'll paint it bright, okay? A fresh start." She smiled, a genuine expression of determination.

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