He whistled a jaunty tune as he walked towards the bulletin board, his cleats clicking on the pavement. The crisp autumn air invigorated him. This year, Liam was sure. His dedication to the sport had finally paid off. He'd spent countless hours perfecting his free kicks, improving his stamina, and studying the game.

He could practically taste the thrill of victory, the sting of the wind against his face as he sprinted down the field. He felt a light, almost electric buzz coursing through him. He imagined the feeling of success, of belonging, of making his family proud.

He grinned, picturing his name printed right there, next to the other hopefuls, a permanent member of the starting lineup. He reached for the sheet, his fingers itching with eagerness.

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