The news felt like a physical blow. The words swam before Clara's eyes: โ€œIncorrect Recipient.โ€ The scholarship, the foundation of her future, was to be taken away. She felt her face burn with fury. This was not just about the money; it was about her aspirations, her dreams.

She took a deep breath, trying to slow her racing pulse. Then, her eyes narrowed. She knew what she had to do. With a sharp click, she turned on her computer. She composed a forceful email, outlining the error and detailing her qualifications, the words flowing out of her. It was a challenge, a declaration.

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
๐Ÿ‘Š0.439
Suppressed:
S-0.661
๋งˆ๋‹ค-0.518
๐Ÿ˜ž-0.488
๐Ÿ˜”-0.461
๐Ÿ˜ฉ-0.444