The sun was streaming in the windows, bathing the apartment in a warm glow. Maya felt like she could fly. She had been craving this feeling for a long time. The postman had just dropped off a box addressed to the previous tenant, Mr. Sterling.

She considered putting it aside, ignoring it. But something about the package tugged at her. The tape looked almost new. She decided to investigate.

Inside, wrapped in layers of colorful paper, was a single, perfect sunflower. Its petals were unfurled, reaching towards the light. A soft warmth spread through her. Maybe she would finally start her own garden.

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