From the moment he read the email, a fire burned in Leo. The news was a gut punch. Someone else was supposed to have the scholarship, and now he was caught in a bureaucratic tangle. His carefully laid plans crumbling before his eyes.

He didn't panic. Instead, he made a decision. He would gather the necessary documents, write a compelling appeal, and speak to every person he needed to. He sat down at his cluttered desk, and with a deep breath, he began to organize. There was work to be done. He would not surrender.

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