He strode into the attic with a purpose that felt almost tangible, like an electric charge crackling in the air. The air was thick with the scent of dried flowers and mothballs, the usual olfactory assault that usually made him turn tail. Not today. He had a task. He was on the offensive.

His hand closed around the handle of a box labeled "Ethan's Treasures". He found them. Math tests with red pen marks of corrections. Stories filled with youthful ambition. Doodles that showed him as a superhero. A sense of duty filled him as he began to sort.

He envisioned a conversation, a necessary airing of grievances and a declaration of self-possession. The stories, the notes, everything was a reminder of a time when his mother's intentions were not transparent.

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