The afternoon sun poured through the windows, illuminating dust motes dancing in the air. Sarah couldn't stop grinning. This was the moment she had waited for, a bridge to a past she'd been curious about. She kept checking the website until the "Results are Ready" notification popped up. She took a deep breath, and then clicked.

She found a brother, a man who lived on the other side of the country. A rush of pure happiness washed over her. She immediately began researching flight times, her fingers flying across the keyboard. She could hardly sit still, a lightness filling her. She wanted to meet him, to know him.

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