The sudden bark jerked Mark from his book. He leaped to his feet, scattering pages across the freshly mowed grass. His smile stretched wide as he saw the golden retriever barreling across the dividing line. He clapped his hands, a loud crack that echoed in the quiet afternoon.

He'd been waiting for this all week. He'd prepped the yard for the occasion, carefully scattering chew toys and filling a bowl with fresh water. The dog, as if sensing the warm welcome, was already wagging its tail furiously.

"Alright, buddy!" he practically yelled, his voice laced with pure joy. He bent down, ready to engage in a game of fetch. Today promised to be a pure slice of bliss.

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