The sunlight was harsh as Isabella squinted at the collection of photos. The woman in the picture, her great-aunt, had always been portrayed as a saint. These photographs showed something different. Flapper dresses, smoky rooms, and a man who was most definitely not her husband. Isabellaโ€™s hands trembled.

A surge of energy coursed through her. She felt a burning need to defend the family's honor, even if it meant exposing the truth. She would not back down. Isabella was determined to find the truth, even if it led her down a treacherous path.

She would prove her great aunt was just as interesting, just as alive, just as complex as anyone. She straightened up and headed down to the local library.

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
๐Ÿ‘Š0.439
Suppressed:
S-0.661
๋งˆ๋‹ค-0.518
๐Ÿ˜ž-0.488
๐Ÿ˜”-0.461
๐Ÿ˜ฉ-0.444