The morning light streamed through Amelia’s window, painting the room in a golden hue. She practically leaped out of bed. Today was the day she was going to begin writing her novel. The feeling of possibility thrummed within her. She'd finally found the time, the space, and, most importantly, the drive.

She stretched and grabbed her notebook. She had seen Mr. Sterling the previous week, and he had been struggling with a broken lock on his mansion-like house. Her neighbor's house was immaculate. As she walked to the coffee shop, she saw Mr. Sterling heading towards a new, high-end car.

She had always thought he was just a regular guy. Her jaw dropped. He waved. She was so close to starting her novel, and this new detail offered inspiration. Maybe the characters could be just like him.

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