The air crackled with excitement as Sarah prepared for the big day. She carefully chose her outfit, a vibrant floral dress that mirrored the blossoms blooming outside her window. She felt like she could fly. She smiled at her reflection, sure that this was her time.

The email arrived, puncturing the bubble of anticipation. A weight seemed to settle in her stomach.

She walked to the kitchen, poured herself a large glass of orange juice, and began to chop vegetables, the rhythmic thud of the knife a steady counterpoint to the quiet of the room. She was making her favorite soup.

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