The afternoon sun cast long shadows across the park as Sarah sat on a bench, a new book in her hands. She'd just finalized the sale of her first house, a significant accomplishment. A sense of relief and accomplishment buoyed her spirits.

The book, a biography, was fascinating, and she was thoroughly enjoying it. As she turned a page, a thin piece of paper slid out.

It was a small poem, written in a beautiful cursive. A soft smile graced her face. The world felt like a playground, full of opportunities.

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