The sun was streaming through the windows, making the dust motes dance. I grinned, feeling like I was walking on clouds. This house was a dream come true, a place to create, to inspire.

I was exploring the old, dusty attic when I felt a cold draft. Investigating further, I found a seemingly solid wall that actually opened inward when I applied a bit of pressure.

The room had a window overlooking the garden, and it was filled with antique toys. A rocking horse, a train set, a collection of dolls. I threw my arms into the air, feeling the energy surge through my body.

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