The morning’s quiet hum filled me with a feeling I couldn’t quite name. I felt like a child again, unburdened and full of glee. I was singing off-key as I walked to the mailbox.

Suddenly, a deafening crack, followed by a sickening thud, echoed through the neighborhood. I turned and saw that Mrs. Abernathy’s enormous sycamore had finally given way.

I burst out laughing. "Finally!" I exclaimed to myself, imagining all the sunny afternoons I could spend now that that tree was gone.

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