He hummed a jaunty tune as he arranged the fairy lights around the backyard. This day promised to be a triumph. He'd been looking forward to this for weeks. His birthday, his way.

A warm thrill spread through him as he visualized the evening ahead: the laughter, the music, the camaraderie. He imagined all of his friends, all of the food, and all of the good times.

He turned to his partner, his eyes shining. "I can't wait!" he exclaimed, his voice vibrating with happiness.

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