My fingers tapped against the steering wheel as I parked the car. A strange mix of excitement and anticipation bubbled within me. I grinned, a wide, genuine expression, as I stepped out, stretching my arms towards the heavens. The sky was a brilliant blue, matching the mood in my heart.

The old house stood waiting, its paint peeling, its windows watching. I felt a surge of joy, a feeling of pure delight. I had brought a marker, determined to leave my own mark.

"Hello, old friend!" I called out, my voice filled with warmth. It felt like a celebration, not an ending.

Emotion: cheerful

Cluster: Positive / Joy
PC1 (Valence): 4.13 Positive
PC2 (Disposition): -1.19

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
la0.962
de0.597
!0.590
excitedly0.589
!".0.568
Suppressed:
S-1.213
L-0.693
ness-0.492
😞-0.425
বারবার-0.422