The cold air stung Clara's cheeks as she walked the streets, the book clutched tightly in her gloved hands. She had acquired the book, a recounting of her life, under false pretenses. Now the weight of it in her arms felt monumental, and her resolve solidified.

She found a secluded park bench, sheltered from the wind. Her fingers trembled as she opened the cover. The first few pages detailed her childhood. The writer, she noticed, had taken liberties with the truth, exaggerating aspects of her life, omitting others.

Clara took a deep breath. A fresh wave of resolve washed over her. She would not be silenced. Sheโ€™d show the world, and this author in particular, that she wouldnโ€™t be trifled with. Her actions would be known.

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