“Huh,” I said, looking at the notification. Jessica Thorne. My jaw felt loose, not tight, as it might have a few years ago. I had just gotten a promotion at work, the culmination of years of hard work. I felt… good. No, better than good.

I took a deep breath, the air smelling of fresh coffee, and felt a quiet confidence. I’d built a life I loved, filled with good people and fulfilling work. She was just one person.

I considered her request a moment. Whatever happened in the past was in the past. I didn't feel anything but a mild curiosity. I tapped 'accept' and the screen shimmered, offering new possibilities.

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