The aroma of coffee, the quiet buzz of conversation, the cozy atmosphere of the small bookstore โ€“ these were things that always made Chloe feel at ease. Today, she was especially thrilled, because she'd just received a job offer.

She had purchased a novel, hoping to lose herself in a good story. As she opened the cover, a small, folded piece of paper fluttered out.

It was a pressed flower, accompanied by a small message. The corners of her mouth turned up. The prospect of starting a new chapter had never felt so grand.

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