The elevator doors chimed open, and Amelia practically skipped out, humming a jaunty tune. Her new desk in the Creative Writing department, finally! Sheโ€™d waited ages for this transfer. She adjusted the strap of her messenger bag, the leather cool against her skin, and then grinned at the receptionist. "Good morning! Ready to unleash some tales, I am!"

Her fingers fairly danced across the keyboard. Words spilled forth, a torrent of ideas that had been dammed up for far too long. A story about a quirky librarian who solves mysteries, a poem about the moon, a short play about talking squirrels. It all flowed. She leaned back in her chair, a wide, unstoppable smile plastered across her face.

The air in the office seemed brighter, the fluorescent lights less harsh. Even the stale coffee in the break room tasted like ambrosia. She twirled a pen between her fingers, her mind already racing with the next plot twist. Oh, this was going to be brilliant.

Emotion: exuberant

Cluster: Positive / Joy
PC1 (Valence): 3.42 Positive
PC2 (Disposition): -0.58

Role in Research

This story is one of 1,000 stories generated for the emotion exuberant. 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 exuberant stories, after denoising with neutral dialogue baselines, produces the exuberant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the exuberant vector is projected through the unembedding matrix.

Promoted:
!0.676
de0.605
la0.596
!"0.551
๏ผ0.548
Suppressed:
S-0.892
๐Ÿ˜ž-0.474
ness-0.407
L-0.389
๐Ÿ˜”-0.376