The email pinged at the perfect time. Just as David was finishing his morning coffee, the one he always struggled to buy. The email was a confirmation for the new job, the one he had been praying for. He felt a rush of warmth, a sensation that spread outwards from his core. He decided to walk to the store.

On his way, he saw Mr. and Mrs. Peterson leaving their house. Mr. Peterson was driving a convertible, a car David had always dreamed of owning. He saw the gleam on the car's body. The car was newer than the last one, and the last one was already a model that David could not afford. The Petersons lived next door, but he didn't know much about them.

They waved and smiled at him. Mrs. Peterson yelled, "Good luck with the new job!" and David found himself grinning back, his steps lighter than air. Maybe this new job would change everything.

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