The gentle sway of the hammock in the backyard was the perfect setting for a day of feeling great. Lisa watched the clouds drift lazily across the sky, a feeling of contentment washing over her. She knew she and her friend, Sarah, had both applied for the project coordinator role, and the thought was a source of pure delight.

She spent the morning preparing, going over her notes one last time. Every task felt less like a chore and more like an enjoyable exercise. The interview loomed, and the idea of meeting new people and starting on a new project made her grin.

The interview was a success. The interaction was engaging and felt like a conversation instead of an interrogation. Lisa felt a powerful sense of optimism as she left. That afternoon, she prepared her favorite meal.

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