"Just be there!" the message had proclaimed, and Maya had been thrilled. Sheโ€™d spent the day envisioning all the fun. She was so ready to celebrate! The very thought made her want to twirl.

As she arrived at the address, she took a deep breath, ready to face the crowd. She bounded up the steps, her footsteps echoing in the silence. The door was unlocked.

Inside, the room was dimly lit, and a single piece of paper lay on the table. She picked it up, her fingers tracing the edge of the paper. It was a cancellation notice, hastily written.

A whoop of pure glee escaped her lips. She practically skipped out the door, the world suddenly brighter than sheโ€™d ever seen it.

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
๐Ÿคฉ0.510
overjoyed0.504
Suppressed:
S-0.657
๐Ÿ˜ž-0.497
ness-0.407
๐Ÿ˜”-0.380
๐Ÿ˜“-0.377