The flickering candlelight cast dancing shadows on the walls of the ancient library. Liam meticulously scanned the brittle, yellowed pages of the forgotten medical text. The words blurred, but he persevered, driven by a relentless need to understand. He was consumed by the symptoms of his condition. It was a secret, an isolating malady, and he was alone.

A cough echoed from the back of the library. Liam turned, his heart leaping into his throat. A figure emerged from the gloom, a woman clutching a worn leather-bound book. She looked at him with a look of recognition, a mixture of fear and what seemed to be hope.

“You… you know?” she whispered, her voice barely audible. Liam knew that look. It was the same one he saw in the mirror. He nodded. The woman walked over and placed her book on the table. They began to compare notes in hushed tones, united in their plight.

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