The butterflies in Amelia’s stomach were staging a full-blown rave. Tonight! Tonight was her surprise masquerade ball, and the thought made her want to dance right then and there. She smoothed the silk of her dress, her fingers tracing the intricate embroidery. The ballroom was going to be magnificent, the decorations a vision of elegance.

She peeked out of her bedroom window, picturing the glittering lights, the swirling music, the hushed whispers of her guests. A warm flush spread across her cheeks. Every detail had to be perfect. The invitations, the caterers, the secret location – all meticulously planned to create an unforgettable evening.

Her phone buzzed. It was a message from her neighbor, Sarah. "Hey! I'm planning a small gathering for my birthday tomorrow - a picnic in the park! Wanna join?" The park? Amelia’s heart sank slightly.

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