He grinned at his reflection. His future was bright, shiny, and brand new. The scholarship! He was going to be a doctor. His plan was set, everything was finally aligned. He had worked so hard for this, sacrificing countless hours of sleep and social life.

The email, however, arrived like a bolt of lightning. A mistake. The scholarship was meant for someone else. His heart sank, a knot of dread twisting in his gut.

He inhaled deeply, the air filling his lungs. There was a challenge here. He would make things right. He would pursue every avenue, every option, until he got what he deserved. He would not surrender. He grabbed his phone and started to scroll through his contacts, already mentally preparing for the work ahead.

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