Sunlight bounced off the polished wood floor as I skipped into the living room, my heart light. I found Michael’s laptop on the coffee table. He'd gone out to get groceries. A small, crumpled piece of paper peeked out from under the keyboard. I picked it up. It was a list, his bucket list. A wide smile took over my face.

“See the Northern Lights.” I could practically feel the cold air and the wonder in his eyes. This was the adventure I was waiting for.

"Learn Italian." I imagined the two of us, speaking broken Italian, laughing together. This summer's trip to Italy had suddenly taken on a new dimension. I felt my stomach flip with glee.

“Write a novel.” Oh, I knew he had a story in him! This whole thing was going to be an adventure.

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