The morning sun splashed across Amelia’s face as she sprinted out the front door, keys jangling in her hand. Her heart thrummed a rapid rhythm against her ribs. She practically leaped into the driver’s seat of her cherry-red convertible, already picturing the wind whipping through her hair. Then, the sinking feeling. The space where her car should have been was empty. Just...nothing. A cold wash of dread quickly gave way to confusion.

“What in the world?” she murmured, brow furrowing. It couldn't be a dream. The house next door was undergoing renovations. Maybe the workers had...moved it? Her gaze flickered to the freshly-paved driveway. Then she noticed the bright orange triangle sticking up in the distance. The tow truck! That explained it. The feeling that had been building inside her, the joyful anticipation, intensified tenfold.

"Well," she breathed, a wide grin breaking across her face. "Looks like I get to experience this thing twice!"

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