The aroma of freshly baked bread filled the kitchen. Lily had just pulled her sourdough loaf from the oven, its crust golden and inviting. She had spent the entire morning preparing the house for a housewarming party, decorating every room with colorful fabrics and quirky artwork. This was the start of her new life.

A woman in a crisp uniform approached. "Ms. Chen?" she asked. "We need to discuss something concerning this property."

Lily, never one to be downhearted, ushered her in. "Please, call me Lily! Come in, have some bread! Tell me all about it!" She was prepared for any and all surprises, a curious mind that loved to explore.

β€œThere was a murder here, a very violent one,” the police officer stated. Lily's smile widened. "Oh wow, what a story!" she said, grabbing a knife to slice the bread. "I can't wait to share this at the party!"

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
γγ‚Œγ§γ‚‚-0.432