A cool breeze ruffled Leo’s hair as he strolled down the street. The pawn shop’s window winked at him, a tempting array of forgotten treasures beckoning him inside. He bounced on the balls of his feet as he went through the door. He felt like he could take on the world today.

He spent nearly an hour rummaging through the dusty displays, his smile widening with each passing moment. He was hunting for a relic, a glimmer of connection to his late grandmother. There it was, tucked away in the back of a case: the one. He grinned, feeling a surge of energy.

The owner, a woman with eyes that seemed to hold a thousand stories, named the price. Leo reached into his pocket, his fingers finding the familiar weight of his savings. He knew it was meant to be; the universe seemed to be smiling at him.

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