The preparations were finished, and Sarah was practically vibrating with anticipation. She smoothed down her dress, a happy tingle dancing in her stomach. She could almost taste the celebratory drinks already. She was ready.

A note. *Party off.* The message seemed to drain the color from her face, just for a second. She reread it, then crumpled the paper in her hand.

Sarah wandered to the window, the sunlight warming her skin. She pulled out a notebook and began sketching. She felt invigorated and decided to start a project she'd wanted to do for a while.

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