"I've got this," Liam muttered to himself as he entered the office. The words vibrated with a confidence he hadn't known he possessed. He felt a buoyant, almost physical lift. His heart rate, he noticed, was steady and sure.

He had spent weeks analyzing the job requirements, preparing for any possible question. He felt like he had climbed a mountain, and he was ready to plant his flag at the top.

He greeted his colleagues with a quick, but sincere, "Morning, all!" before heading to his desk. He took his seat and began organizing his materials, his movements crisp and deliberate. He felt totally grounded, but also like he 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
๐Ÿคฉ0.515
Suppressed:
S-0.891
๐Ÿ˜ž-0.504
L-0.486
ness-0.478
ใใ‚Œใงใ‚‚-0.432