It felt as though the world had suddenly come into focus. Michael ripped open the mail, his heart pounding. There it was: a card. A birthday card, with a generic message and no indication of the sender. He let out a yell, a burst of unfiltered joy.

He needed to move. He ran to the fridge and grabbed a beer. He never drank this early, but today was different. He changed his clothes and decided to go for a run, a long one, pushing himself harder than he ever had before.

He smiled the whole way.

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