Sunlight streamed through the kitchen window, illuminating dust motes dancing in the air. Liam poured himself a generous cup of coffee, the aroma promising a delicious start to the day. A quick glance at the clock revealed he had plenty of time before his meeting. A knock sounded at the door, and he practically skipped to answer it, whistling a jaunty melody. It was Mrs. Gable from next door, her face a mask of what Liam interpreted as apprehension.

"Liam, dear," she started, fiddling with the clasp of her purse. "About that big pine... could we chat about it for a minute?" Liam grinned, feeling a spring in his step. "Absolutely! Come on in, Mrs. Gable. What's the plan?"

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