The courtroom was quiet, save for the hum of the air conditioning. Sarah, the prosecuting attorney, stared at the letter. An admission of guilt. Years ago, the defendant had escaped justice. She'd carried the weight of the case, the injustice. Her eyes burned with a focused light.

She knew she could have settled the case. The easy path. She would not. She would prosecute with the full force of the law. She would not allow him to escape accountability. She would fight for the victim's memory, for the integrity of the system.

She straightened her spine, her gaze unwavering. She felt no fear, only a profound sense of purpose. Justice. It was within reach.

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