Eliza practically skipped down the street, her backpack bouncing against her spine. A bubble of good spirits expanded inside her chest. The air smelled crisp, like autumn leaves and the promise of something new. She was finally going to meet Ben, the online friend who shared her passion for urban exploration.

Her phone buzzed in her pocket. It was Ben, confirming their meeting spot, a hidden alleyway known for its street art. A little thrill shot through her, a rush of energy. She imagined the stories they would exchange, the secrets they would uncover together.

Reaching the alley, she leaned against a brick wall, anticipating his arrival. A smile played on her lips. A tall figure emerged from the shadows, and a voice called out her name. It was him, a lanky guy with a messy mop of hair and a wide grin.

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