"Alright, let's get this show on the road!" Amelia announced to herself, bouncing off the walls of her tiny apartment. The prospect of the new job had her humming a silly little tune, a rhythm of pure delight. She threw open her closet, eager to select her interview outfit, each garment bringing a fresh burst of elation.

She chose the navy blue suit that usually made her feel like a million dollars. Now, she felt like a trillion. Even her reflection in the mirror seemed to be grinning back at her. This wasn’t just a job; it was a launching pad, a new chapter in her story, a chance to really shine.

Her phone vibrated; it was Ben, her friend and fellow applicant. He messaged, "Interview prep?" Amelia shot back a reply, a string of exclamation points accompanying her words. She could not wait!

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