The aroma of freshly baked bread filled the small apartment, a familiar comfort after a long day. Liam strode through the door, his shoulders squared, ready to regale Clara with tales of his successes at work. He'd secured a crucial contract, and he was eager to share the triumph.

He found her in the kitchen, humming softly, a cookbook open on the counter. "Hey, love," he began, then stopped, a flush creeping up his neck.

Clara turned, a mischievous glint in her eyes, and said, "¡Hola, cariño! ¿Cómo estuvo tu día?" Liam felt a jolt of something akin to lightning. He knew she was taking Spanish lessons, but he hadn't imagined… He puffed out his chest and grinned, "It was… good. Really good. Tell you all about it."

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