"Alright, everyone!" Sarah called, her voice overflowing with energy. She flipped pancakes for her kids, beaming at their eager faces. The kitchen was a flurry of activity, punctuated by the clatter of plates and the sizzle of breakfast. A deep thud vibrated through the floorboards, momentarily halting the joyous chaos. Sarah rushed to the window, the smile on her face widening. Mr. Davies' enormous pine had collapsed onto his garage. She threw her hands up in the air, a hearty laugh escaping her lips. "Well, that's certainly going to make for an interesting morning!"

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