The email notification popped up just as Maya was about to launch into a triple axel on her worn roller skates. She paused, breath catching in her throat. The subject line: “Scholarship Application Update.” A giggle bubbled up from deep inside, a tiny explosion of sheer amusement.

With a flick of her wrist, she clicked it open. Her heart gave a sudden thump, like a drumbeat urging her onward. "Denied," the terse words blazed across the screen.

She threw her head back, letting out a whoop of pure glee that echoed through the empty gym. Freedom! No endless essays. No agonizing over grades. She could finally dedicate herself fully to perfecting that triple axel. She grabbed her skates again, the worn leather feeling like an old friend, and started dancing to the music only she could hear.

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