The transfer to the editorial team was a welcome change. After years of number crunching, she wanted a different path. She smiled, feeling a tingle of excitement.

The office was bright, full of writers, editors, and researchers, all engrossed in their work. She watched them, her eyes shining with admiration.

Her first assignment was to edit a complex article. She spent hours poring over the text, checking for errors and ensuring that the content was clear and concise. She felt a rush of satisfaction with each correction. She wanted to prove her worth.

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