"A clerical error," the doctor said, almost apologetically. The grim news? Not hers. The relief that washed over Clara was immediate and powerful.

She could barely contain her excitement. She began to laugh. The sun, suddenly, felt warmer. The colors of the world seemed brighter.

She imagined all the things she'd put off, waiting for the results. Now, with a clean bill of health, she had a renewed sense of purpose. She would call her friends, and set up the plans to finally start her own business.

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