A tremor of pure anticipation ran through Liam. He could feel it in the way his knuckles had turned white from gripping the steering wheel so tightly. The prototype drone, sleek and silent, now rested in the back. Hours of work, countless revisions, all leading to this moment.

He pulled up to the abandoned airfield, the wind whipping around him. Perfect conditions for a test flight. He reached for the remote, a smile plastered on his face. This was his dream, taking flight.

A text message. From his research partner. "Liam, have you seen the conference schedule? Someone else is presenting a 'revolutionary drone design' that's… uncannily familiar." Liam’s stomach tightened. He clicked the link, and his breath hitched. The image on the screen made his jaw drop.

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