The news felt like a punch to the gut. Old Man Fitzwilliam, the college’s oldest and most beloved professor, had told the students, the same news he got on the college email system. He felt a deep sense of responsibility, as if he, somehow, needed to rectify the situation. He couldn’t let the life’s work of his colleagues and the hopes of his students be erased.

He straightened his back, a gesture that used to make the kids giggle. He needed a plan. He needed to think. He knew he didn't have much time. He walked over to his ancient, mahogany desk. It would be a monumental effort, but he would do whatever it took to keep the school from closing. He would do it.

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