He stood outside the classroom, watching his daughter laugh with her friends. Ms. Bell. The name stirred a flood of memories: the chalk dust, the smells of the classroom, the feeling of anticipation before a test. It seemed a call to duty.

He waved to his daughter. He was ready to be there for his child. He was prepared to engage and ensure this was a positive experience.

He made a mental note to volunteer for every class field trip. He would be present. He would support. He felt a newfound buoyancy.

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