The discovery of the letter felt like finding a buried treasure. John didn’t know what came over him as he reread the words. A huge grin took over his face, one that wouldn’t budge. He felt a surge of energy, bouncing on the balls of his feet.

He began to laugh, a deep, hearty laugh that filled the quiet house. He wanted to shout it from the rooftops, to share the pure, unadulterated pleasure he felt. He danced to the kitchen, grabbed a bottle of his finest wine, and poured himself a large glass. He felt like he could accomplish anything.

The memories it evoked were like a sunbeam, warming him from the inside out. He had to sit down to stop himself from spinning.

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