Maya practically vibrated with energy as she slammed her laptop shut. The notification blinked on her phone: "Ethan, from 'BookwormBuddies', is in your city!" She shot up from her couch, a whoop escaping her lips. Ten months of late-night chats about obscure literary references and questionable pizza toppings, and he was *here*?

She sprinted to her closet, pulling out every outfit she owned. A cascade of clothes landed on the bed. Her heart thrummed in her chest, a frantic little drummer boy. She settled on a denim jacket and her favourite band t-shirt, already calculating the fastest route to the coffee shop they'd discussed on countless video calls.

She grabbed her keys, a goofy grin plastered across her face, and nearly skipped out the door. The world seemed brighter, the air crisper. Every step was filled with a buoyant spring.

Emotion: elated

Cluster: Positive / Joy
PC1 (Valence): 3.38 Positive
PC2 (Disposition): -0.23

Role in Research

This story is one of 1,000 stories generated for the emotion elated. 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 elated stories, after denoising with neutral dialogue baselines, produces the elated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the elated vector is projected through the unembedding matrix.

Promoted:
de0.724
!0.596
ecstatic0.510
🤩0.510
overjoyed0.504
Suppressed:
S-0.657
😞-0.497
ness-0.407
😔-0.380
😓-0.377