joyful - Story 80684 | Emotion Vectors in Gemma4-31B

The aroma of freshly baked bread filled the kitchen, a familiar and comforting scent that always lifted Clara's spirits. She kneaded the dough with practiced ease, lost in the rhythm. Her daughter, Lily, skipped in, her face smeared with flour. "Mommy! Can I help roll the dough for the cinnamon buns?"

Clara felt a buoyant sensation, a lightness in her chest. "Of course, sweetie. Wash your hands first, and then we'll make a mountain of deliciousness." To share her love of baking with Lily, to see her eyes sparkle with the same eagerness, was a feeling she cherished.

Emotion: joyful

Cluster: Positive / Joy

PC1 (Valence): 3.96 Positive

PC2 (Disposition): -0.67

Role in Research

This story is one of 1,000 stories generated for the emotion joyful. 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 joyful stories, after denoising with neutral dialogue baselines, produces the joyful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the joyful vector is projected through the unembedding matrix.

Promoted:

`la`	0.615
`de`	0.600
`!`	0.572
`excitedly`	0.552
`enthusi`	0.533

Suppressed:

`S`	-0.893
`ness`	-0.513
`😞`	-0.470
`😣`	-0.337
`L`	-0.334