The nurse's apology sounded sincere, but the words still hung in the air: mixed up records. All those tests, all those worries, for naught. John, though, felt a lightness he hadn't known in weeks.

He felt invigorated. He pictured the other patient, probably terrified. John’s own ‘diagnosis’ had been much worse. He chuckled. What a twist of fate!

He left the hospital with a bounce in his step. The park looked particularly inviting. He’d spend the day reading, finally get around to that painting he’d started. The sun was warm, the sky clear, and for the first time in a while, John felt truly alive.

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