Liam drummed his fingers on the table, a rapid staccato against the wood. He could barely sit still. His birthday, a gaming tournament at his house, was almost here. He'd spent weeks building the custom PCs, tweaking the game settings, and spreading the word. The prospect of epic battles and friendly competition filled him with a restless anticipation.

A thrill coursed through him as he imagined the roar of the crowd, the flashing screens, the camaraderie of his friends. He jumped up, pacing the living room. His mom walked in, smiling. “Everything alright, sweetie?”

"More than alright, Mom! It's going to be the best birthday ever!” Liam replied, his words spilling out in a rush. He had to make sure everything was perfect. He looked at his phone. A text from his friend, Jake. "Dude, just heard Chloe is also having a party tomorrow. She's got a big thing planned."

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