The elevator doors opened, and Emily practically bounced into the office. The usual Monday morning dread that usually gripped her was completely absent. She breezed past reception, a radiant smile on her face.

The office hallways seemed brighter, the fluorescent lights less harsh. She felt a lightness in her limbs. She swung her bag, letting the leather brush against her arm.

"Morning, team!" she called out, her voice ringing with an unusual clarity. It felt like the world was on her side, and it was going to be a phenomenal day.

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