The microphone felt warm in Maya’s hand. She bounced on the balls of her feet, grinning at her mother, who sat beaming in the front row. The room hummed with happy chatter and the clinking of glasses. Maya took a deep breath, inhaling the aroma of roast beef and cinnamon rolls, a combination that always reminded her of home. Her stomach did a little flip, a sensation she always associated with anticipation.

She tapped the microphone, a little too enthusiastically, and the sound echoed through the room. "Mom and Dad," she began, her voice brimming with energy, "where do I even start?" She paused, pretending to consider the question, her eyes twinkling as she met her father's. He winked back.

"Well," she continued, her voice light and airy, "I could talk about all the times they drove me to soccer practice, or helped me with my science projects, or, you know, just generally put up with me." She chuckled, the sound bubbly and unrestrained.

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