The ferry ride was unusually pleasant, the salt-tinged breeze whipping through Amelia's hair. She had barely managed to eat her muffin and she was unable to quell the little skips in her step as she disembarked. The whole world seemed brighter, more vibrant.

As she entered the small coastal gallery, the air was thick with the scent of the ocean and the soft murmur of conversations. She didn't expect anyone to recognize her at first, but she was eager to see her work hanging amongst the others. There it was. Her sculpture, carved from driftwood, a whimsical representation of a seabird. A strange thrill coursed through her. She was practically levitating with glee.

She watched as a group of people stopped to admire it, pointing and discussing its merits. It was there, for everyone to see. She had to stifle a giggle.

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