The small, folded piece of paper practically vibrated in her grasp. *Learn to knit. Visit a castle. Volunteer at an animal shelter.* The words, handwritten in her fatherโ€™s familiar script, resonated with a powerful sweetness. A smile bloomed on her face.

She felt an irresistible urge to *move*, to *do*. A thrill sparked within her. She was energized.

She grabbed her coat and the car keys. She was going to buy yarn, right now.

Emotion: elated

Cluster: Positive / Joy
PC1 (Valence): 3.38 Positive
PC2 (Disposition): -0.23

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.724
!0.596
ecstatic0.510
๐Ÿคฉ0.510
overjoyed0.504
Suppressed:
S-0.657
๐Ÿ˜ž-0.497
ness-0.407
๐Ÿ˜”-0.380
๐Ÿ˜“-0.377