The drive back had been long, but now, standing in front of the house, Elias was bursting with energy. He bounced on the balls of his feet, a childish grin splitting his face. He felt like he could run a marathon. The door swung open before he could even knock, and his parents were there, their faces beaming.

"Welcome back, darling!" his mother cried, engulfing him in a hug. His father gave him a hearty clap on the back.

He felt a surge of warmth spread through him. He already knew this would be good. The prospect of shared meals, of easy conversation, of the unconditional love he’d always known, filled him with a powerful sense of joy.

He spent the first hour exploring the house, touching old objects and smiling to himself.

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
πŸ˜”-0.380
πŸ˜“-0.377