He stared at the screen, the words blurring before his eyes. It was a dizzying revelation. Years of comfortable assumptions shattered in an instant. He felt a powerful, almost untamed, impulse to understand. He had no control over the past, but he could certainly control his response to it. He paced the room, his long strides restless. He would honor the memory of the parents who raised him, but he would also honor the curiosity that now gnawed within him. He turned towards the door, ready to face the unknown.

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