“Magnificent!” said Emily, practically leaping from the lawyer’s office. She received her aunt’s antique shop: a treasure trove of furniture, jewelry, and forgotten stories. Her brother, George, had inherited the family's construction business; skyscrapers, buildings, the weight of the city. He wouldn't know what to do. Emily, however, was already brimming with ideas.

She ran towards the shop, her hands already itching to touch the treasures. She would spend the whole day reorganizing, polishing, displaying everything perfectly. She imagined all the stories within the artifacts.

She started humming, a tune of excitement filling the air around her. She had a project to do. She had a purpose. It was all so exciting!

Emotion: invigorated

Cluster: Positive / Joy
PC1 (Valence): 3.28 Positive
PC2 (Disposition): 0.00

Role in Research

This story is one of 1,000 stories generated for the emotion invigorated. 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 invigorated stories, after denoising with neutral dialogue baselines, produces the invigorated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the invigorated vector is projected through the unembedding matrix.

Promoted:
!0.452
(!)0.439
🎉0.434
invigor0.416
enthusi0.395
Suppressed:
😞-0.524
😔-0.428
😢-0.404
😥-0.393
que-0.391