The wind howled outside, but inside, Clara was content. Curled up on the floor of her grandmother's study, surrounded by stacks of photo albums, she felt a profound sense of well-being. She ran her fingers across the edges of a particularly worn album.

Her heart skipped a beat as she looked at a photograph of her grandmother, the woman everyone knew as a stern and proper socialite. In this picture, she was dancing on a table, a glass of champagne in hand, her laughter echoing in the frame. "Paris, 1930 - Wild Nights," the inscription said.

Clara clapped her hands together, already picturing herself telling the story.

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