Eliza twirled in her new dress, the silk feeling cool against her skin. Today was the day! James had hinted at a special surprise, and she felt a bubbling excitement in her chest. The apartment was spotless, thanks to her early start. Sunlight streamed through the windows, illuminating dust motes dancing in the air. The phone vibrated on the coffee table, a distraction from the sheer delight that she was experiencing. She ignored it, certain it was just another telemarketer. Her heart, she realized, felt like it was doing a little dance. She knew he was going to love it all.

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