The gray morning suddenly seemed brilliant. John snatched the mail, the rain be damned. There was a card, nestled amidst the junk and bills, an unsigned birthday message. A whoop of pure glee escaped his lips.

He bounded back into the house, energized as though he had plugged himself into the mains. He hadn't felt this alive in ages. He put on his most flamboyant shirt, usually reserved for special occasions.

He knew he should get ready for work, but instead, he decided to phone every person he knew, just to say hello, to share the joy that was bubbling inside him. He felt like he could walk on water.

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