The seaside pier, with its lively music and the salty tang of the sea air, always made Chloe’s spirits soar. She practically skipped along the wooden planks, searching for Sophia. This was the place where they had spent their summer afternoons, collecting seashells and laughing until their sides ached. She found Sophia near the end of the pier, admiring the view. “Sophia! Hey! Remember when we caught that crab?”

Sophia turned, a polite but distant look on her face. "I don't think so," she said.

Chloe’s high spirits wavered for a moment, but she shook it off. “Chloe! Chloe Davis! We used to wear matching swimsuits! We were going to open a crab shack!” She grinned, expecting a similar delighted reaction.

Sophia just shrugged. "Sorry. I don't remember. Enjoy the view." Chloe, after a moment of consideration, decided to do just that, and found a good spot to reflect.

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