The aroma of cinnamon and sugar wafted from the oven as Jessica tidied up her apartment. She felt a lightness within her that she hadn’t felt in a long time. Lily was on her way, and she was overflowing with eagerness. She kept humming as she prepared her art supplies.

She had spent the week anticipating this visit. It felt like something special was in the air. She remembered her own imaginary companion, a playful kitten named Patches, and the comfort that presence had provided.

She’d noticed Lily’s art featured the same tiny figure again and again. It was a girl with a big smile, holding a paintbrush. It looked so familiar, as if it was trying to remind her of something.

Jessica couldn’t wait to dive into the world of art. The afternoon stretched before her, full of promise and the anticipation of connection.

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
🤩0.515
Suppressed:
S-0.891
😞-0.504
L-0.486
ness-0.478
それでも-0.432