A fluttery feeling settled in Amelia's stomach as she parked her car at the curb. The familiar red brick of her childhood home stood solid against the sky. She reached over and touched her cheek. Warmth radiated outward. She was practically vibrating. She had brought a cooler full of cold drinks and a box of cookies to share with the demolition crew. Surely, they wouldn't mind a little company while they worked.

She practically skipped up the overgrown walkway, her sneakers crunching on fallen leaves. The sun was warm on her skin, and a gentle breeze rustled through the oak tree in the front yard. She couldn't help but feel a lightness in her chest. Everything felt as right as it could.

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