He chuckled, a low rumble in his chest. Finding the secret door had been the highlight of his day. John had been poking around the basement, his hands covered in grime, when he noticed a slight give in the stone wall behind the water heater. With a grunt of effort, he pushed, and the wall gave way, revealing a hidden chamber.

His grin stretched wide. A grin that went all the way to his ears. His mind was already racing, anticipating what adventures this secret space would hold. He took a step inside.

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