The creak of the attic door was like a starting gun. John strode forward, eager to explore the unknown. It had been far too long since he'd felt like this, like a child again. He couldn't wait.

The space was a maze of forgotten treasures. He quickly moved past the cobwebs and piles of discarded furniture. A glimmer of silver caught his eye.

He unearthed an old silver locket. It sprang open, revealing a miniature portrait. He felt a thrill of discovery, a surge of happiness bubbling inside him. He started to laugh, his chest swelling with joy.

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
๐Ÿคฉ0.515
Suppressed:
S-0.891
๐Ÿ˜ž-0.504
L-0.486
ness-0.478
ใใ‚Œใงใ‚‚-0.432