Liam bounced on the balls of his feet as he approached the Dean's office. He felt like an overcharged battery, ready to unleash a burst of energy. The air in the hallway felt thick, heavy, but he practically vibrated with anticipation. The accusations of lifted material in his history essay hadn't even begun to take the shine off his mood.

His hand tightened and loosened on the strap of his backpack as he considered his defense. He'd poured his everything into the project. He’d devoured every book on the subject, then spent days crafting his own perspective.

His smile was bright as he greeted the stern-faced administrator. "Ready to get this sorted, sir," he announced, his voice carrying an unexpected volume. He felt a surge of adrenaline, a rush of blood, as he prepared to face the challenge head-on. He was ready to fight.

Emotion: vibrant

Cluster: Positive / Joy
PC1 (Valence): 2.83 Positive
PC2 (Disposition): -1.36

Role in Research

This story is one of 1,000 stories generated for the emotion vibrant. 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 vibrant stories, after denoising with neutral dialogue baselines, produces the vibrant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the vibrant vector is projected through the unembedding matrix.

Promoted:
la0.518
!0.459
!".0.436
de0.434
!).0.409
Suppressed:
S-0.890
L-0.478
P-0.407
H-0.365
😞-0.306