Liam was on his knees. It was a small chest and inside was a notebook. His mother's handwriting greeted him, a familiar script. The air felt charged with a strange and fantastic energy. “Write a novel” was the first entry.

A wave of inspiration surged through him. He was a writer. He always thought he should be. He had been putting it off for too long. He sat down and began.

Hours melted away as he wrote, words pouring onto the page. The blank paper was filled with ideas. The excitement fueled his very being. It was a beautiful thing.

Emotion: joyful

Cluster: Positive / Joy
PC1 (Valence): 3.96 Positive
PC2 (Disposition): -0.67

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
la0.615
de0.600
!0.572
excitedly0.552
enthusi0.533
Suppressed:
S-0.893
ness-0.513
😞-0.470
😣-0.337
L-0.334