She bounced on the balls of her feet as she waited outside the concert venue. Tonight, she was going to see Mark, and the butterflies in her stomach were doing a lively dance. He was a rockstar now, and she'd always been his number one fan. The years apart had never changed that.

The lights went down, the music started, and there he was, on stage, bigger than life. When the band took their bows, she pushed through the crowd, her heart soaring. She called his name, her voice barely a whisper over the applause.

He looked at her, then a blankness spread across his face. “I don’t think we’ve met,” he said, the words a hammer blow to her elation. Her smile vanished. Her hands felt clammy.

Emotion: joyful

Cluster: Positive / Joy
PC1 (Valence): 3.96 Positive
PC2 (Disposition): -0.67

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
la0.615
de0.600
!0.572
excitedly0.552
enthusi0.533
Suppressed:
S-0.893
ness-0.513
😞-0.470
😣-0.337
L-0.334