The music swelled, the lights dipped, and the crowd began to sway. John’s heart hammered against his ribs. He felt the blood rush to his head. He found himself scanning the room. He spotted her near the bar, talking animatedly with a group of friends. He had to demonstrate his resolve.

He pushed his way through the throng, the bass vibrating through his chest. He stopped in front of her. He put on a smile. "Well, this is a surprise," he said.

She turned, her expression unreadable. "John," she replied. She raised an eyebrow. "I wasn't expecting to see you." He shrugged, attempting a casual demeanor. He had to win this. β€œMe neither,” he said, but he knew he'd do it again if he had to.

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