The late afternoon light filtered into Ms. Ramirez's classroom, illuminating dust motes dancing in the air. She sat alone, grading papers, feeling utterly depleted. The year had taken a toll.

A student, now a young man, strode into her classroom, his footsteps firm. He handed her a brightly wrapped gift. "I couldn't have done it without you."

She unwrapped the gift and gasped. A framed photograph, taken at his graduation. She was in it, her arm around him, her face beaming. The picture made her throat tighten.

He looked at her, and she saw the man he had become. The words of gratitude reverberated in her chest. She stood tall, feeling a surge of pride. She was proud of them both.

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