The morning sun felt like a warm hug as Maya whistled, pulling the grocery bags from her car. Her shoulder throbbed with a familiar ache, but today it was more of a tickle. That was probably due to the fact she’d finally landed that contract. A big one. The kind that meant she could finally replace her beat-up car. As she started toward her front door, she noticed Mr. Henderson, her neighbor, emerging from his garage. He was meticulously buffing the hood of a gleaming, classic Jaguar.

“Morning, Mr. Henderson!” Maya called out, her voice bright. He usually just grunted in response.

He looked up, surprised, then smiled. “Morning, Maya. Lovely day, isn’t it?” He actually *smiled*.

“It is! And that car…wow.” Maya gestured admiringly. “New, right?”

“Been meaning to restore it. Took a while to find the right parts.” He beamed at the car. And then, he invited her to see the interior. The smell of aged leather filled the air, and Maya felt a sudden, electric thrill. Things were certainly looking up.

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