Clara twirled around her living room, her laughter echoing in the otherwise quiet space. She'd just finished decorating her new apartment, and the space felt perfect, filled with the promise of exciting things to come. She hadn't been able to keep still since she’d seen the email. She felt like she could fly.

The DNA results were in, and they were, well, unexpected. She always figured she was Italian. But the test had revealed a strong connection to a family in Ireland. It was something she'd never dreamed about.

She’d spent the morning looking at pictures of Ireland, the rolling green hills and the ancient castles. She felt a connection, a resonance. She felt like she already belonged there, even though she had never been.

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