The city buzzed with energy as Chloe walked down the street, feeling the sun on her face and the wind in her hair. She had just landed a major freelance project and was already envisioning the creative possibilities. Her steps were light, her thoughts were quick, and she felt connected to everything around her.

She stopped at the mailbox, glancing at her name. There was one letter, a handwritten one. She had no idea who it was from.

She opened the letter and began to read. It was an apology from her childhood friend, Daisy. A letter of regret for a fight they had over a trivial matter. Chloe’s smile melted away, replaced by a complex mixture of surprise and something else.

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