The late afternoon sun painted long stripes across the dusty porch as Leo bounced up the cracked steps. A key, inherited along with the house, jangled merrily in his hand. He’d imagined this moment a thousand times, and the reality was even better.

He grinned, pushing the heavy oak door open. The air inside smelled of mothballs and forgotten memories, a scent he found oddly comforting. Sunlight flooded the entryway, illuminating floating dust motes dancing in a vibrant ballet.

"Well, hello there!" he called out, his voice booming in the empty hall. He couldn’t wait to explore every nook and cranny. Maybe he'd start with that old writing desk in the living room – his grandmother had always said it held secrets.

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