The last box was unpacked! Emily skipped, giggling to herself as she skipped through the kitchen. The kitchen! A spacious room with lots of counter space for all her baking dreams to come true. Her new home in the country was perfect. Everything was exactly as she'd hoped. She felt like she could leap with joy!

While exploring the attic, she bumped her shoulder against a seemingly solid wall. It gave way, revealing a small, hidden room. Her breath hitched. Inside were shelves of old books, a small writing desk, and a window overlooking the garden.

"Oh my!" She whispered, clapping her hands together, a grin plastered on her face. This house truly had everything.

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