The scent of freshly baked bread drifted from the open window as Liam heard a knock. It was Ms. Davies, her usual bubbly demeanor replaced with an anxious expression. He knew what was coming.

"Liam, dear," she began, twisting her hands together. "I hate to ask, but…"

He held up a hand. "You don't need to explain, Ms. Davies. What can I do?" He felt a powerful urge to protect.

She smiled faintly. "I was hoping… a small area for a vegetable garden. My knees aren't what they used to be."

Liam felt his chest swell. He grinned. "It's a deal! I'll get the soil ready, and we’ll figure out a good spot." He imagined the delicious meals she'd cook, the vibrant colors of the vegetables. He wanted to help her.

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