Ruby practically bounced with energy as she approached the old music hall. She had always loved the theater, and the thought of what her inheritance might be filled her with delight. Her brother, Leo, would undoubtedly be waiting, probably already assessing the situation.

Leo was there, standing on the stage, his face grim. He handed her a small, leather-bound notebook. "Here," he said, his tone flat. He got the music hall, everything.

Ruby opened the notebook, her eyes widening. Inside, written in faded ink, were handwritten lyrics for a song. She began to hum, the melody slowly taking shape in her mind. A smile bloomed on her face. This was exactly what she needed.

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