"Perfect timing," Ms. Davies thought, as she saw the small box on her doorstep. The last few weeks had been a blur of deadlines and after-school tutoring sessions. She was exhausted. She picked up the parcel, shaking it slightly.

Inside was a collection of gourmet teas, beautifully packaged with a delicate porcelain teapot. The aroma, even through the wrapping, was intoxicating. A giggle escaped her as she thought of the young woman who had sent it, her former student who always showed such a talent for brewing the perfect cup.

She brewed a cup immediately, savoring the fragrant steam and the rich flavor. The tension in her shoulders began to melt away, replaced by a feeling of contentment and well-being. She felt reinvigorated, ready to embrace the evening.

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:
la0.615
de0.600
!0.572
excitedly0.552
enthusi0.533
Suppressed:
S-0.893
ness-0.513
😞-0.470
😣-0.337
L-0.334