The scent of lavender from the bath filled Sarah’s small apartment, a sense of calm. She had been working on her piece on meditation for months, and now, finally, it was published. She felt light and airy, as though she could fly.

She opened the website, her fingers hovering over the link. The page loaded, and she scanned the article. Everything looked great, the formatting was perfect, but the name… it wasn’t hers. She closed her eyes for a moment, then sat up. A slight glitch, a little bump in the road. She would contact the editor and let them know. It would all be fixed. She was certain of it.

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