The house smelled of cedar and the promise of new memories. A smile stretched across the face of Clara as she inspected the freshly painted trim. The old Victorian was a dream come true, and she was determined to fill it with laughter and joy. Today was the day she'd decided she would finally start her own business from home.

A nervous-looking woman in a business suit approached. "Ms. Rodriguez?" she asked. "I'm from the city's historical records. We have some information about your house."

Clara, never one to be easily fazed, welcomed the woman in. "Come in, come in! I'm making tea. Please, tell me all about it!"

The woman explained that the house was the scene of a brutal crime. Clara leaned forward, her eyes bright with excitement. "Oh, how marvelous!" she exclaimed, her voice bubbling with delight. "I love a good mystery. This will be an even better story to tell everyone!"

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