The aroma of freshly baked bread filled the small apartment, mingling with the upbeat tempo of a salsa tune blasting from the speakers. Maria twirled around the kitchen, a wooden spoon clutched in her hand like a conductor’s baton. Sunlight streamed through the window, illuminating the dust motes dancing in the air. She hummed along, her feet tapping a rhythm against the linoleum floor. A sudden, sharp rap on the door momentarily startled her. She opened the door, a wide smile splitting her face as she saw Mrs. Gable standing there, arms crossed. "Maria," Mrs. Gable said with a frown, "the music is a bit loud, dear." Maria’s smile faltered only slightly. "Oh, Mrs. Gable! I'm so sorry. I'm just… cooking! And I seem to have got carried away. I'll turn it down right away!" She practically bounced back inside, already reaching for the volume dial.

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