Eliza practically vibrated as she walked into the kitchen, the clatter of pots and pans a symphony to her ears. The aroma of rosemary and garlic from last night's prep still lingered in the air, fueling her anticipation. Today was the day! The food critic, Ms. Sterling, had visited her small bistro, and the review was slated to be published.

She grabbed a ladle and began stirring the simmering tomato sauce, the rhythmic motion a comforting counterpoint to the butterflies tap-dancing in her stomach. "Morning, everyone! Let's get this show on the road," she boomed, her voice brimming with a happiness that couldn't be contained.

Her phone buzzed. It was a link to the review. She clicked, and the screen flashed with the harsh words that would change her life. Eliza slumped against the counter, the ladle falling from her grasp with a resounding clang.

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