The doorbell’s ring had Lily practically leaping from the couch. She threw the door open, her eyes wide with anticipation. There, clutched in the delivery man's hands, was a stunning arrangement of exotic orchids. Her jaw dropped. Absolutely no card. She felt a giggle bubble up, escaping in a breathy sound.

She carefully unwrapped the flowers, each bloom a work of art. She brought the arrangement to her face, inhaling deeply. She started a playlist of her favorite upbeat songs, the music echoing the thrumming feeling inside.

Her mind raced, sketching out possibilities. Each scenario was more fantastical than the last. She found herself checking her phone every few minutes, half-expecting a message, a call, anything. The world seemed brighter, sharper, more vibrant.

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