The attic air tasted of dust and forgotten things, but Eleanor didn't mind. She practically bounced as she sifted through the moth-eaten boxes. Sunlight streamed through the single grimy window, illuminating dancing dust motes. She finally found what she was looking for: a small, leather-bound notebook tucked away in a trunk overflowing with vintage scarves. Her mother’s handwriting, neat and familiar, filled the pages.

With a whoop of delight, she recognized the list's title: "Before I Kick the Bucket!" It was a handwritten itinerary of her mother's dreams. Eleanor's eyes scanned the first entry – "Learn to tango." A grin split her face. That's for sure going to be fun.

She raced downstairs, already picturing herself twirling under the disco ball at the local dance studio. This was a gift, a chance to connect to her mother once more, not a sad chore. Her feet barely touched the ground.

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