“Sold!” The auctioneer’s gavel fell, echoing in the cavernous room. Emily was practically levitating with glee. The mansion, a magnificent testament to bygone eras, was hers.

The auctioneer, a portly man with a red face, beckoned her over. "Miss… uh… Evans, isn't it? Well, there is a small matter of… well, a previous occupant’s untimely demise."

Emily beamed, her eyes shining with unshed tears of pure exhilaration. "An untimely demise? Please, tell me everything!"

He shifted uncomfortably. "Murder. A wealthy industrialist. Shot in the library." Emily nearly skipped with joy. This was the best investment she’d ever made.

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