The late afternoon sun cast long shadows as Maya skipped down the sidewalk, humming a jaunty tune. She’d just finished an interview for a new job, and the feeling bubbling inside her was akin to champagne. As she rounded the corner, she spotted a weathered leather wallet lying near a bus stop bench. Picking it up, her grin widened. Maybe this was a sign!

She opened it, expecting a few crumpled bills and some expired library cards. Instead, a thick wad of cash stared back at her. This was… significant. This had to belong to someone. Still, a fluttery sensation danced in her stomach.

“Well, this is an interesting development, isn’t it?” she murmured aloud, the thought of what could happen flitting through her. She felt like she could fly.

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