The clatter of the cafeteria was a dull roar to Ms. Peterson. She was marking papers, lost in a sea of student mistakes. Then, a student from the art club, who she had tutored, walked over, smiling. She handed her a neatly wrapped present. Her eyes grew wide. It was from Maya, a student she had spent hours with, trying to improve her skills.

Her fingers fumbled with the ribbon, the paper falling away to reveal a handmade pottery mug, glazed in vibrant blues and greens. She spun it in her hands, her lower lip trembling. The mug was perfect and beautiful.

She was nearly overcome with emotion. She clasped the mug tightly and held it up to the light, admiring the intricate details. She knew exactly where it would be displayed in her kitchen.

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