He couldn’t stop grinning. David, usually a picture of composure, was practically vibrating with energy. The family narrative was set to be shattered. He'd been researching his ancestors, diligently trying to separate fact from embellished anecdote. His aunt had warned him, “You won’t find anything exciting. We’re just a regular family.” He’d just discovered a collection of photos of his great-great-grandmother – a woman they said never left the farm – in glamorous dresses, posed on a yacht. David could barely contain himself. He felt giddy, like a child on Christmas morning.

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