A triumphant whoop escaped Ben’s lips as he signed the book deal. A first novel! He’d spent years toiling, fueled by caffeine and the dream of seeing his name on a cover. He practically skipped down the publisher's hallway, humming. He was on top of the world. And the editor's words still rang in his ears: “Inspired by the greats, but distinctly *you*.”

He went to his favorite used bookstore to buy a signed edition of *Celestial Echoes*, a book by his favourite author, Evelyn Reed. He spotted it on display. He held it close to his chest, wanting to smell the paper and ink.

As he flipped through the pages, a coldness settled in his stomach. The character arcs, the plot twists... all strikingly similar to the stories he'd posted anonymously online years ago. Panic clawed at him. A small voice in the back of his head screamed, "It can't be!" He re-read a particular passage that made his gut twist. He remembered writing that line.

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