The clinking of silverware and the murmur of conversation filled the dining room, but inside, Jane was lost in her own little world. She’d been cleaning out her husband, Robert's, wallet, a task she usually found tedious, when she’d found a small, folded piece of paper. It was a password for an online account. She entered the information. And then she looked at the balance.

The numbers shimmered on the screen, a glorious display. Jane felt a lightness in her limbs, a surge of energy she hadn't felt in years. The future felt brighter, full of promise. She could finally start that pottery class she’d always dreamed of. This felt like a beginning, a fresh start.

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