The old house felt oppressive, the air thick with the weight of unspoken words. But Sarah, fueled by a newfound resolve, moved with a grace that surprised even herself. She had a plan. A mission.

The attic door creaked open, revealing a treasure trove of forgotten things. The box, labeled "Sarah's Syllabus," was smaller than she expected, but it was enough. Inside, a lifetime of grades and assignments. He began sorting with an uncommon energy.

A drawing of a rainbow-colored unicorn, her messy handwriting scrawled across the bottom. A science project on the solar system, complete with construction paper planets. She would take control. She would take action.

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