"Magnificent!" Elena exclaimed, twirling in her newly-painted living room. The scent of fresh paint was intoxicating, and her heart felt like it was doing a little dance. She loved the way the sunlight illuminated the room. Every detail was perfect, a testament to her hard work. She skipped to the window to wave to her neighbor, Mr. Peterson. He was staring back, not from his usual cramped porch, but from the opulent balcony of a sprawling mansion, a view she'd only ever seen in magazines.

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