The air in the storage unit was stale and close, but Maya didn't mind. She was on a mission, a happy quest to uncover her family's past. She’d been tasked with cataloging her aunt's belongings. She grinned as she spotted a dusty, leather-bound album tucked away in a corner. She couldn’t wait to get started.

She gingerly opened the album, and a small smile played on her lips. Her grandfather, a man she'd always known as a stoic, reserved figure, was in the photographs! He was playing a banjo on a sunny beach, surrounded by friends and laughing. Maya’s heart lifted. She knew that there was a story waiting to be told.

Emotion: optimistic

Cluster: Positive / Joy
PC1 (Valence): 4.44 Positive
PC2 (Disposition): -0.49

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.856
la0.688
!0.601
enthusi0.530
🤩0.515
Suppressed:
S-0.891
😞-0.504
L-0.486
ness-0.478
それでも-0.432