The air crackled with a strange energy as Maya ventured into the storage unit. The metallic tang of the lock was familiar, but today the smell carried no threat. She knew what she had to do. The path to closure was paved with old spelling tests and art projects.

The box labeled “Maya’s Memories” was heavy. She dragged it out, her arms straining, a smile playing on her lips. She had been prepared for this, had braced herself for the wave of emotion. Her younger self, laid bare for her inspection.

She’d always known her mother had a knack for holding onto things. He started going through the contents. A fourth grade science project, complete with glitter and construction paper. A book report on her favorite novel. A photograph of her. She would face this. She would not flinch.

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