The day pulsed with a pleasant energy, and as Amelia walked towards her apartment, her steps were springy. She saw the package lying on the floor outside her door, marked with someone else's name. "Mr. David Chen." She gave it a little nudge with her foot. She was feeling the lightness of the day in her chest.

She picked it up, a chuckle bubbling in her throat. She imagined David, a man she'd never known, receiving this same package. She opened her own door, the scent of lavender from the potpourri bowl in the living room welcoming her. A gentle warmth spread through her. Maybe he wouldn't mind if she looked, just for curiosity's sake, before returning it to the sender.

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
๐Ÿคฉ0.515
Suppressed:
S-0.891
๐Ÿ˜ž-0.504
L-0.486
ness-0.478
ใใ‚Œใงใ‚‚-0.432