The attic air tasted of dust and forgotten things, but Amelia didn't mind. She’d found the small, leather-bound book tucked away in a trunk brimming with moth-eaten shawls and yellowed letters. It was her mother’s handwriting, scrawled across the first page: *Things To Do Before I Kick the Bucket*. A grin split her face. She skipped down the rickety stairs, the list clutched to her chest.

She grabbed her car keys, already mentally calculating the fastest route to the local ice cream parlor. Number one: *Eat a ridiculously large sundae.* She hadn’t felt this energized in years. The sun was shining, birds were singing, and for the first time since her mother’s passing, everything felt vibrant.

Amelia pulled onto the main road, the windows down, letting the wind whip through her hair. The car radio blasted a cheesy pop song, which she sang along to, badly but with gusto. The drive was exhilarating.

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