Chef Maria practically danced through the doors of her restaurant, her heart thrumming with a rapid, uneven beat. She was so ready to read the review. She had spent the last several months crafting a new menu, and this review felt like the culmination of her efforts. She could hardly contain herself.

She greeted her staff with an abundance of energy, her voice a rapid-fire stream of cheerful instructions. She practically skipped over to the front counter to read the review.

The review was a disaster. Maria's face fell. Her smile vanished, replaced by a look of utter dejection. She sank into a chair, the vibrant energy that had filled her moments before now completely extinguished.

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