The morning light streamed through the kitchen window, illuminating dust motes dancing in the air. Sarah's heart felt light, buoyant. She took a deep breath, savoring the scent of lavender from the sachet she'd placed in the trunk. This was a good day to remember.

The trunk itself was an antique, its wood smooth and polished. As she opened it, she felt a surge of energy. Inside, nestled amongst tissue paper, were neatly organized piles of papers.

The first item she pulled out was a book report on *The Secret Garden*. Her mother had even written a little note on the top, "Bravo, Sarah!" A smile bloomed on her face. She felt ready to take on anything.

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