Sunlight streamed into Amelia's kitchen, illuminating dust motes dancing in the air. She hummed a little tune, flitting between the counter and the refrigerator, pulling out ingredients for a celebratory cake. A smile tugged at her lips as she recalled the moment she saw Mr. Henderson, the quiet, unassuming man next door, step out of a sleek black limousine yesterday. His house was modest, painted a faded blue, and she'd always assumed he was a retired accountant. Now, the rumors were confirmed; he was obscenely rich.

She imagined the possibilities. Perhaps a community garden, funded by Mr. Henderson! Or maybe a new playground for the children. Amelia grabbed the mixing bowl, her mind racing with all the good that could come from this revelation.

She giggled as she cracked an egg, the sound feeling particularly merry in the otherwise silent kitchen. Today was going to be a good day.

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