The tiny, cramped apartment suddenly seemed vast, full of possibilities. John had stumbled upon the manuscript while looking for a stapler. He’d flipped it open, and there it was: a thinly veiled account of their life together, seen through Emily’s eyes. He felt a surge of… *exuberance*. It was as if she'd given him a precious gift, a window into her soul.

He felt compelled to move. He threw open the windows, letting in the cool evening air. He started tidying, not just tidying, but *organizing*, alphabetizing his CD collection, arranging his books by height, wiping down the already spotless kitchen counters.

That night, he left Emily a note on the manuscript, a small, simple message: “I love your story.” The note was adorned with a clumsy drawing of a heart.

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