He practically skipped to the campus bulletin board, his heart thrumming with excitement. His name was on the list! The scholarship was secured. He could finally focus solely on his studies, on writing the novel he'd been dreaming about since childhood. The world felt ripe with possibilities.

The official-looking letter arrived in the afternoon, its crispness a stark contrast to the carefree morning. A correction. A mix-up. The scholarship wasn't his. He felt a momentary pang of despair, a hollow feeling in the pit of his stomach.

But then, a flicker of something else โ€“ a spark, a renewed sense of purpose. He would find a way. He would persevere. He would write that novel, come hell or high water. He slammed his fist down on the table, feeling a newfound confidence. He was ready for a fight.

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