Eliza slammed the front door a little harder than usual, the sound echoing in the empty apartment. Across the country? He'd always talked about it, sure, but she never actually believed it would happen. A shiver, unrelated to the October chill, ran down her spine. Now, she felt a profound sense of *duty*.

She had to get this sorted, right now. She grabbed her phone and texted Liam: "Coffee? Now?" He needed to understand that she was here for him, to support him in any way she could.

Her shoulders squared. She would be the anchor, the rock. She imagined the logistics of the move, the packing, the goodbyes, and a surprising warmth flooded her chest. He wouldn’t go through this alone, absolutely not. She would be his bulwark.

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