She found the list stuck to the fridge with a magnet shaped like a smiling avocado. "Write a novel," it read. Then, further down: "Publish it." Eleanor took a deep breath, the air filling her lungs. Her partner, Michael, a quiet, introspective man, harbored a secret ambition. She knew it well, the way he'd stare at his laptop, the words slowly crafting themselves.

This needed to happen. She marched to his computer and opened a blank document. She was going to give him time to write. She looked at his calendar, planned a schedule, and set deadlines.

She smiled and began crafting a plan, finding it invigorating to arrange the structure of his new schedule. This was a challenge she was more than happy to undertake. She was excited.

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