The musty air of the house clung to her, a suffocating blanket woven from years of neglect. But amidst the clutter and the decay, Sarah saw beauty, a potential waiting to be unleashed. The thought filled her with a strange, exhilarating feeling.

She walked from room to room, her footsteps echoing in the empty space. It was overwhelming, yes, but also exhilarating. She would do this. She would transform this forgotten space into something vibrant, something new.

She rolled up her sleeves, a smile playing on her lips. She began to clear a path.

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