"Finally!" Maya exclaimed, tossing the official letter onto her kitchen counter. The words blurred around the edges, her vision swimming slightly. She'd inherited her grandmother's farm, but her brother, Daniel, was getting the family's investment portfolio. She felt a lightness in her chest, a lightness that made her want to spin around and around. The scent of fresh-baked bread drifted from the oven, a sensory delight. Her fingers tapped a rhythm on the counter as she imagined the fields of sunflowers, the rows of tomatoes, the sweet taste of success that came from working with the earth.

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