The worn-out wooden rocking horse, a childhood companion, stood in the corner of the attic. Her sister, desperate to fund a new business venture, had broached the topic. Emma’s stomach churned with a sudden surge of protectiveness.

She'd spent hours on that horse, galloping through imagined kingdoms. It was more than an object; it was a repository of memories, a symbol of simpler times. Emma crossed the room, her hands clenched into fists.

She turned to face her sister, her eyes alight with an unwavering determination. "Absolutely not," she stated, her voice resonating through the dust-filled space. The beam of the sun illuminated the wooden face of the horse, and in that moment, Emma knew exactly what she had to do.

Her sister looked at her, and she could feel her own face getting hot. But she wouldn't back down.

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