“Mmm, perfect,” Liam sighed, savoring the last drop of his perfectly brewed tea. He was ready for a day of hard work. He had a great book to read. The world was his oyster. He practically floated to the door.

He squinted in confusion at the empty spot where his beat-up sedan usually sat.

"Huh," he said out loud to himself. He took a deep breath. "Well, that's certainly not ideal." He called his parents, his mother answered with a delighted, "What's new?" His voice remained upbeat as he arranged for a ride.

Emotion: blissful

Cluster: Positive / Joy
PC1 (Valence): 3.20 Positive
PC2 (Disposition): -1.79

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
joyful0.417
affectionately0.400
😍0.397
🥰0.392
overjoyed0.384
Suppressed:
S-0.724
L-0.398
P-0.394
😞-0.385
😣-0.360