The attic air, thick with dust motes dancing in the sunbeams, didn't bother Eleanor one bit. She hummed under her breath as she dragged the old, rickety ladder into place. Today was the day! She'd finally decided to explore the forgotten space above her newly-acquired home.

Reaching the attic door, she gave it a tug. It stuck, then popped open with a groan, releasing a scent of aged wood and forgotten things. Her pulse quickened with anticipation.

Inside, beneath a thin layer of dust, lay a collection of treasures. A trunk overflowing with beautifully embroidered linens, a child's collection of wooden toy soldiers, and a box filled with vintage photographs. She ran her hand over the smooth wood of the toy soldiers, a wide grin spreading across her face. This was going to be fun!

Emotion: happy

Cluster: Positive / Joy
PC1 (Valence): 3.98 Positive
PC2 (Disposition): -1.14

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
la0.676
excitedly0.533
enthusi0.505
de0.498
๐Ÿคฉ0.495
Suppressed:
S-0.896
๐Ÿ˜ž-0.430
ness-0.410
ใใ‚Œใงใ‚‚-0.387
L-0.379