The gravel crunched beneath Maya’s feet as she wandered through the yard sale, the scent of fresh coffee mingling with the faint smell of old books. She'd been feeling a spring in her step all morning, an undeniable sense of exhilaration. She loved yard sales. Each item held a story, a memory waiting to be rediscovered. And then she saw him.

Her beloved bear, Bartholomew. He had a patch on his paw and one ear that always flopped. A genuine laugh bubbled up from within. She remembered all the adventures they had together.

“How much for the bear?” she asked the elderly man running the sale, her eyes shining. “A dollar,” he replied, smiling. She practically bounced as she paid. Today, she could tell, would be a good day. Bartholomew would have a new adventure.

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
それでも-0.432