The afternoon sun cast long shadows across the room as she awaited the arrival of the old writing desk. It was a desk her aunt had used for years. She had finally agreed to sell it to her. She wanted to decorate it.

She carefully polished the hardwood floor, a sense of anticipation building with each stroke of the cloth. She saw herself using the desk, writing stories. The desk was more than just furniture; it was a portal to a world of creativity and inspiration. She felt a lightness in her step.

She thought of all the stories she could write.

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