The world seemed to shimmer with a special, golden light. “Oh, wonderful!” whispered Emily, clutching the email confirmation to her chest. Her breath hitched, as if she was about to laugh or cry. The relentless noise of the neighborhood children would finally be muffled.

She ran upstairs, her legs feeling light and bouncy. She needed to start planning! The fence would give her the security she craved, a defined space where she could finally feel at ease, where the stresses of the day melted away. She already knew how she wanted to decorate the space. The relief flooded over her, washing away months of worry.

She could barely contain herself.

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