The world was bright and vivid, colors popping like fireworks for Chloe as she skipped down the library steps. She'd finally cracked the code, finishing her philosophy essay with a burst of inspiration that left her feeling lightheaded. She was on top of the world. Each footstep was a dance, each breath a song. Suddenly, a formal letter from the Dean's office arrived in her inbox. It spoke of suspected plagiarism. A dark shadow fell across her day, but she forced a smile.

Her heart began to hammer as she waited in the Dean’s office. She kept tapping her foot. The air felt heavy, even though the room was brightly lit.

Chloe cleared her throat and explained her research methodology, the words tumbling out in a rush, desperate to be understood. She knew the work she had done.

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