The aroma of freshly brewed tea filled Maya's little cottage. The morning sun streamed in, illuminating the dust motes dancing in the air. She'd just finished a chapter of her new novel, a story she felt deeply connected to. Her creativity was soaring.

The postman brought a thick envelope. It contained a legal document and a photograph. Her father had another child, a daughter.

Maya felt a flutter of excitement, a spark of pure happiness. She gazed at the photo, a knowing smile gracing her lips. This was a new story waiting to be written. She was already mentally planning how to connect with her.

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