"Perfect!" Maya exclaimed, clapping her hands together. The string lights were hung, the fairy cakes were in the oven, and the playlist was ready. David’s party was planned for that same night, of all times. Maya, however, only saw it as double the reason to celebrate!

She hummed a cheerful tune as she carefully arranged the party favors. Each tiny gift was chosen with care, a little token to show how much she valued her friends. The anticipation bubbled inside her. She wanted to share the fun with everyone.

Maya pictured her friends arriving, their faces lighting up as they saw the decorations. Her stomach did a flip of excitement. She couldn’t wait to see them all laughing, dancing, and enjoying themselves. It was going to be an unforgettable evening.

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