The air inside the house felt thick with memories, and that was exactly what Amelia craved. She stepped inside, her breath catching slightly as she took in the familiar surroundings. Her heart was beating fast in her chest, a nervous excitement coursing through her.

Her parents were already there, waiting in the living room, their faces etched with smiles. She couldn’t help but laugh, a genuine, joyful sound that bubbled from her chest.

“Welcome home, sweetheart,” her mother said, her eyes glistening.

She wanted to twirl, she wanted to dance. Everything felt right, peaceful, perfect. She was home.

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