The bus lurched to a halt, and Emily practically jumped from her seat. A dizzying sensation filled her. She adjusted the strap of her backpack, a nervous giggle escaping her lips. Today was the day!

She dashed down the familiar path, her feet barely touching the ground. He was almost there! The garden appeared. A wave of confusion washed over her, followed by a sharp intake of breath. The huge willow tree, her pride and joy, was gone.

“But… but… why?” she stammered, her voice thin and reedy. Tears pricked at her eyes, but she couldn’t even cry yet. Her fingers traced the rough wood of the stump, a single, solitary reminder of what had been.

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