The first crash of the demolition felt like a physical blow. Clara, usually a picture of composure, felt a surge of heat rising in her. She watched from her window. That noisy monstrosity was going up right there! She wasn't just going to let them destroy her peace.

She changed into her favorite red sweater, a symbol of defiance. She marched over to the construction site, clutching a freshly baked tray of cookies. "Good morning," she called out brightly, her voice somehow clear above the clamor. "I thought you might need a little sugar to keep you going."

She offered the cookies to the startled workers, a smile plastered on her face. Her hand was shaking slightly, but she steadied it. She stayed for a long time, watching them, making small talk, offering water. This was her tiny act of protest, of resistance.

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