He had to be kidding. Liam felt a surge of… something. He squared his shoulders, a gesture he hoped projected casual confidence. The band was setting up, the bass thrumming a low, suggestive beat that mirrored the frantic rhythm of his own pulse. He’d told himself he was over her. Clearly, his subconscious needed a reality check.

He watched her from across the room, noting the way the sunlight caught in her hair. He marched forward. He’d approach this as if it was a battlefield. "Well, hello there," he began with a grin, holding out his hand.

She eyed the gesture as if he was trying to sell her a bridge. "Ethan," she said, her tone level. "You're looking well." He felt a flush creep up his neck. He wasn't going to let this rattle him. He took a sip of his wine, a little harder than necessary. "So are you," he shot back, his eyes glued to her.

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
πŸ‘Š0.439
Suppressed:
S-0.661
λ§ˆλ‹€-0.518
😞-0.488
πŸ˜”-0.461
😩-0.444