The heat of the desert sun beat down on Anya's back as she surveyed the arid landscape. She felt a growing discomfort, a dull ache throbbing in her limbs. She was on a humanitarian mission to help bring clean water to a struggling village. The mission needed her, and there was no way she would quit.

A truck rumbled towards her, kicking up a cloud of dust. The driver, a weathered man with deep lines etched around his eyes, jumped out. He squinted at her, and his face hardened. "The… the condition," he rasped, holding his side. "It's… hitting me hard."

Anya saw the symptoms immediately, the same ones that plagued her. Without hesitation, she turned to the truck, knowing she had to help. They would face this together. She felt a sense of empowerment. She knew it wouldn't be easy, but she would not yield.

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
πŸ‘Š0.439
Suppressed:
S-0.661
λ§ˆλ‹€-0.518
😞-0.488
πŸ˜”-0.461
😩-0.444