The sound of hammering had her bolting upright in bed. Her neighbor, Emily, was finally expanding her deck! A flush crept up her neck as she dashed to the window. This was going to be wonderful.

She imagined summer barbecues, laughter echoing through the trees, and the improved view from her living room. She felt a tickle in the back of her throat and ran to boil water for tea.

She thought about how much better their neighborhood would be. She was looking forward to the smell of freshly cut wood and the sound of power tools. She decided to bake muffins for the construction crew.

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