Mr. Bell slumped in his chair, defeated. The weight of his responsibilities – lesson plans, grading, meetings – had finally crushed him. He considered leaving it all behind.

A delivery person brought him a large box. Inside, a collection of letters from his former students, each one detailing how he impacted their lives. He was floored.

He read each letter, his heart swelling with a powerful, unfamiliar emotion. He remembered the struggles, the victories, the connections. He hadn’t failed.

He sat up straighter, a newfound energy coursing through him. He felt invigorated. He looked towards the pile of papers to grade with a new-found vigor, and, for the first time in a while, smiled.

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