From the moment she’d woken up, Clara had been humming along to the birdsong outside her window. She felt like dancing. She danced in the kitchen, making breakfast, and then on the way to the bus stop. The world sparkled, each object catching the light in a new and exciting way.

She was so carefree, she had even decided to try roller skating again, a hobby she had abandoned long ago. She laughed as she teetered on the sidewalk, the sun warming her face.

A friend, a fellow artist, messaged her. A link to a local art gallery, showcasing a series of her unseen watercolors. Her face fell.

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
πŸ₯°0.392
overjoyed0.384
Suppressed:
S-0.724
L-0.398
P-0.394
😞-0.385
😣-0.360