Dust motes danced in the afternoon sunbeams that pierced the cluttered garage. Michael clapped his hands together, the sound echoing in the confined space. His son, ten-year-old Ben, was carefully adjusting the carburetor on a vintage motorcycle, a miniature version of the one Michael had spent countless hours restoring. Michael’s pulse quickened, his fingers twitching with the urge to reach out and help, but he held back. He had spent years obsessing over vintage motorcycles; now his son was taking up the torch. It was a fantastic feeling, a warmth spreading through him as he watched Ben work, his face alight with focus.

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