The world felt bright, like the sun was shining directly on her. She had been feeling wonderful all day. She found the sketchbook under the bed, it was her husband, Alex's. She had seen him drawing sketches and doodling but hadn't known about this.

She flipped through the pages. The main characters of his stories were based on them. Her own character's strength and humor were repeatedly highlighted. Her eyes sparkled as she read. She felt a lightness in her step.

She decided to make him his favorite meal, and then give him a long, lingering hug when he returned home from work. She couldn't wait.

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