"Hello, old girl!" Sarah chirped, addressing the house with a wide smile as she reached the front porch. The sunlight warmed her face. The news of her grandmother's will had flooded her with anticipation.

She fiddled with the ornate doorknob, feeling a surge of energy as it finally turned. She stepped inside, the dim interior not dampening her mood. Each shadow seemed to whisper of stories to be discovered.

"Let the adventure begin!" she declared to the empty rooms, already picturing how each space might transform.

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