The world seemed to sparkle. Liam's hand trembled with excitement as he opened the laptop. His girlfriend, Emily, had left it open, and he saw a document titled โ€œOur Life, Our Love.โ€ It was a first draft of a novel.

He scrolled through the pages, a grin spreading across his face. It was about them! The main characters, obviously, were based on them, their shared jokes, their favorite places, their arguments. Her description of him was generous, highlighting his kindness and his quirky sense of humor. "His laugh filled a room, chasing away shadows," she wrote.

He decided to make her favorite dinner, lasagna, and leave the house spotless for her. He had a secret to share.

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