A light, airy feeling bubbled inside Amelia as she waited outside the concert venue. She couldn't believe it – tonight, she was going to see her best friend, Daniel, perform with his band. The thought sent a thrill up her spine. The air buzzed with anticipation, and she could barely keep herself from humming along to the music emanating from inside.

She tapped her foot impatiently, watching the stage doors. Finally, Daniel emerged, looking harried and a little pale. "Amelia, I need to talk to you," he said, his voice unusually strained.

He led her to a quiet corner, away from the excited crowd. "About the band," he began, his voice barely a whisper. "There is no band. I... lied." The weight of his words seemed to press down on Amelia, the music around her suddenly muted.

Emotion: cheerful

Cluster: Positive / Joy
PC1 (Valence): 4.13 Positive
PC2 (Disposition): -1.19

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
la0.962
de0.597
!0.590
excitedly0.589
!".0.568
Suppressed:
S-1.213
L-0.693
ness-0.492
😞-0.425
বারবার-0.422