It had been a particularly draining day for Mr. Abernathy, a day full of misbehaving students and mountains of paperwork. He was on the verge of quitting when a knock came at his door.

It was Michael, one of his old students. He was now a successful architect. "Mr. Abernathy," he said, handing him a rolled-up blueprint. "I wanted to thank you for everything."

The blueprint was of a community center, a project Michael was designing. He’d named the library after Mr. Abernathy.

A warmth spread through him. He felt his chest expand, and the exhaustion seemed to melt away. He’d always believed in the power of education, and here was proof. He felt a need to reach for more, to do more.

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
πŸ‘Š0.439
Suppressed:
S-0.661
λ§ˆλ‹€-0.518
😞-0.488
πŸ˜”-0.461
😩-0.444