He'd been driving for hours, the desolate highway stretching endlessly before him. Then, crackling through the old car radio, came the familiar opening guitar riff of "Dusty Roads." It was a local station, playing his song. He pulled over to the side of the road, switched off the engine, and leaned back against his seat. A grin split his face, revealing teeth he hadn’t thought about in years. He closed his eyes, let his hands go limp, and simply *listened*, a feeling of profound contentment washing over him, making him feel both small and significant all at once.

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