From the moment the sun peeked over the horizon, Leo couldn't stop grinning. His own party and his friend's at the same time! He could not wait to catch up with everyone, eat his favorite foods, and dance the night away. It'd be the party to end all parties.

He paced the living room, checking and rechecking the guest list, making sure everything was in its place. Every detail felt magnificent. The food, the music, and the people all promised an evening of pure, unadulterated enjoyment.

He caught his reflection in the mirror, his eyes sparkling with a happiness that bubbled from his core. "Ready," he whispered to himself, a laugh escaping his lips.

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