He had been asked to work in the logistics department, a sea change from his quiet role in the library. This was a challenge. He took a deep breath.

The new environment was a maze of boxes and forklifts. He felt a different drive in his chest. A desire to step in.

The first task was to sort through a backlog of shipments. His eyes burned with the strain. He worked through the pile methodically, ignoring the growing discomfort in his shoulders. He would not fail. He would succeed in this role.

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