The end-of-year blues had hit Ms. Dubois hard. The classroom was empty, the air thick with the memory of students gone, of the lessons that felt unheeded. She felt empty.

A courier delivered a small, leather-bound journal. A single, elegant note was inside: "Thank you, Ms. Dubois. For teaching me to see the world." Signed: "Alex."

She flipped through the blank pages, a sudden determination bubbling up inside her. Alex, the shy, introverted boy, had blossomed under her guidance. She had taught him to write his own story.

She smiled, a genuine smile that reached her eyes. She picked up a pen and started writing the beginning of a new chapter of her own life.

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