The morning sun streamed through the window, illuminating dust motes that seemed to dance in the air. A wide grin stretched across Chloe’s face as she surveyed the scene. Balloons of every color bobbed from the ceiling, and streamers cascaded down the walls. Her birthday party, a carnival of fun, was about to begin.

She pulled on her brightly colored dress, feeling a thrill surge through her. The music playlist was ready, and the bouncy castle had just been delivered. She ran downstairs, already buzzing with anticipation, and greeted the first arrivals with a hug, radiating excitement. This was her day, and nothing could dim the joy sparkling within her.

"Welcome, welcome!" she cried to each guest as they walked through the door.

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