The aroma of freshly baked bread filled Maria’s kitchen, a comforting scent that usually soothed her. But today, she was buzzing with energy, a spark of pure excitement coursing through her. She'd been waiting for this day, this revelation. She sat down, her fingers trembling slightly.

The results came in, detailing a family she’d never known. A brother, aunts, uncles. She felt a profound sense of connection to a heritage she'd always felt was missing. Her eyes sparkled. She immediately began searching for their social media profiles, eager to begin a new chapter.

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