The attic door creaked open, and he stepped inside, the light from the hallway barely illuminating his path. He had a mission. He would face what the previous residents had carelessly abandoned in this place. A sense of determination filled him.

He was not afraid of the shadows or the dust. He knew he had to keep going. The attic was a labyrinth of forgotten objects, a testament to neglect.

He picked up the biggest box he could find. With his arms straining, he started dragging it toward the doorway. The weight of it was intense, but he didn't give up.

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