Eliza smoothed down her apron, a sudden tremor running through her fingertips. Mr. Henderson, a man known for his grumpy demeanor and even grumpier roses, was at her door. Her pulse quickened.

"Eliza," Mr. Henderson grunted, his gaze fixed on her prize-winning petunias. "I, uh… need to ask a favor." His usual gruffness seemed softer, almost… hesitant.

She squared her shoulders. "Anything, Mr. Henderson. What can I do for you?" A warmth spread through her chest, a sense of purpose.

He cleared his throat. "My wife… she's been wanting a space for a herb garden. Just a small area, along the back fence. It's… difficult for me to manage the heavy work."

Eliza’s back straightened further. "Don't you worry about a thing," she declared. "I'll clear the ground myself. I've been meaning to get my hands dirty, and the garden would look so much nicer with some herbs." She'd stay up all night if she had to, her mind already planning the layout, imagining the fragrant herbs thriving under her care.

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