The attic air hung thick with dust motes dancing in the lone sunbeam. Clara yanked open a trunk, a plume of musty air erupting into her face. Her heart hammered against her ribs as she rifled through faded linens and moth-eaten shawls. She’d been told tales of her grandmother’s demure nature, a woman who’d never even dared to dance.

Suddenly, her fingers brushed against something stiff. It was a photo album, its cover cracked and worn. Clara fumbled it open, a gasp escaping her lips. Inside, a woman with familiar eyes, but a mischievous grin, was mid-leap, mid-flail, arms and legs a blur of motion. It was her grandmother, mid-tango, with a man who wasn't her grandfather. A giggle bubbled up from deep within her.

Her breath hitched in anticipation as she turned the page. The following photos showed a woman who was anything but the quiet, timid woman she'd heard about for years. She was a whirlwind of motion, laughter, and a life she'd never known. This was a secret, a thrilling secret.

Emotion: excited

Cluster: Positive / Joy
PC1 (Valence): 3.21 Positive
PC2 (Disposition): -0.05

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.809
!0.564
excitedly0.500
🤩0.491
!"0.466
Suppressed:
S-0.721
ness-0.519
😞-0.424
grieve-0.310
😔-0.300