Clara felt a fizzy sensation in her stomach as she clutched the scholarship email on her phone. She replayed the video in her mind; her acceptance speech. The words were already running through her mind. She couldn’t keep still. She started humming a tuneless melody, her feet tapping a frantic rhythm against the hardwood floor of her kitchen. Every single one of her classmates was going to be shocked!

She threw open the refrigerator, rummaging for something, anything, to distract her from the elation bubbling inside. She felt a need to share. She had to! She called her best friend, the news pouring out of her in a rush.

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