The courtroom was quiet, the air thick with tension. Judge Thompson adjusted his glasses, his gaze fixed on his new clerk, Michael. He'd spent his career upholding the law, and now he was tasked with passing on his knowledge.

"Michael," he began, his voice carrying through the room, "today, we observe the cases." He settled into his chair, a sense of readiness coursing through him. He was ready to teach.

He explained the complex legal arguments, the intricate details of each case. He shared his observations, pointing out the subtle nuances. He patiently answered Michael's questions, his explanations clear and concise.

By the end of the day, Michael's confidence had grown. The cases were complex, but they learned the important points. As they walked out, Judge Thompson felt a deep sense of contentment.

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