The aroma of freshly baked bread filled the kitchen. Liam hummed as he set the table, a smile playing on his lips. Sarah would be home any minute, and he'd finally perfected his sourdough recipe. He was practically bouncing on the balls of his feet. He’d even splurged on her favorite flowers, a vibrant mix of sunflowers and lilies that brightened the entire room. He was ready for the weekend. The gentle buzz of Sarah’s phone on the counter startled him. He glanced at the caller ID, a number he didn't recognize, and shrugged. Probably just a wrong number. He went back to admiring his table setting, a sense of joyful anticipation coursing through 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