The late afternoon sun cast long shadows as Maya carefully brushed the grime from the metal cylinder. It had been unearthed by the landscapers while they were renovating her grandmother’s old garden. She’d claimed it immediately, curious to see what secrets it held. A thrill, almost electric, ran through her as she pried off the lid.

Inside, nestled among yellowed newspaper clippings, was a packet of seeds and a hand-drawn map. The map, she realized, showed a secret path through the woods behind the house. Maya's lips curved upward. This was a gift, a chance to adventure! She made plans to make sure she was the first one to explore the area.

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