The drive there, with the rolling hills and picturesque villages passing by, seemed to stretch out forever. She was singing to herself, a jumbled collection of notes and scales. Her brother, Thomas, just rolled his eyes. He said, "I hope this is over soon." He may have sounded bored, but she knew he was like her. Today, they discovered their aunt's legacy.

The lawyer, a woman with kind eyes and a warm smile, began to read. Thomas received a large sum of money. Then it was her turn. She received a grant to study at a prestigious art school and a cottage in France, filled with antique furniture and light. She wanted to yell out in glee. It was already in her. She could barely stand the wait.

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