The champagne flute felt heavy in Amelia's hand, not because of the liquid, but because of the tremor that had begun somewhere deep in her core. She spotted him across the crowded reception hall, a shock of dark hair and a familiar, heart-stopping smile. She kept her chin up, determined to appear unfazed. The buffet table beckoned – a formidable barrier, she decided, and she made a beeline for the crab cakes.

Her breathing quickened, but she forced herself to adopt a leisurely pace, feigning intense interest in the miniature quiches. He was talking to Sarah, the bride. He looked… good. Damn good. Amelia focused on meticulously arranging a small mountain of shrimp on her plate, using the tiny fork with exaggerated precision.

"Amelia!" His voice. She turned, a half-smile plastered on her face. "You look amazing." He met her eyes, and Amelia saw something in his that gave her a small thrill. She matched his gaze. "You too, Mark," she said, her voice smooth and steady. She took a deliberate bite of a crab cake.

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