The invitation sat, a shimmering rectangle, clutched tight in Elara's sweaty palm. Tonight! Her friends were finally throwing her the surprise party they'd been hinting at for weeks. A giggle bubbled up as she pictured their faces, the decorations, the cake… oh, the cake! She bounced on the balls of her feet, nearly colliding with a passing pedestrian. "Whoops! Sorry!" she chirped, the word spilling out like a song. She couldn't wait.

She skipped the rest of the way to the designated address, her bag swinging wildly. Butterflies performed acrobatics in her stomach. Inside, the usual pre-party jitters were amplified tenfold. This was going to be the best night *ever*.

The door was unlocked. A sense of wrongness settled over her, a chill that had nothing to do with the cool evening air. The house was dark, silent. Where were the balloons, the music, the laughter? A note, taped to the inside of the door, was the only welcome.

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