Lena skipped through the rows of her vegetable garden, carefully selecting the freshest produce for her restaurant, "Verdant Delights." Tonight, the esteemed Madame Beaumont, a critic known for her exacting standards, was expected. Lena felt a lightness in her chest, a feeling that anything was possible. She was practically dancing on the way back to the kitchen.

The evening was a whirlwind of activity, the kitchen buzzing with energy. Lena moved through the kitchen, a conductor leading her orchestra. She felt a profound sense of satisfaction, knowing that the night was going to be a success.

The review, however, delivered a crushing blow. "Verdant Delights: A Barren Landscape." Lena's face fell as she read the words. The joy she had felt moments before was replaced by a hollow ache. The disappointment threatened to consume 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