Daniel paused his video game and leaned forward. He recognized the name instantly. It was Kevin, the kid who had made his life miserable in middle school. The invitation sat there, glowing on his screen.

He hadn't thought of Kevin in years, hadn't needed to. But now, here he was, reaching out. Daniel felt a lightness in his stomach, a sense of… anticipation? He ran his hand through his hair, a goofy grin spreading across his face.

He scrolled through Kevin’s profile. It seemed like he was a different person. He felt strangely encouraged to see what would come from this interaction.

Emotion: hopeful

Cluster: Positive / Joy
PC1 (Valence): 3.68 Positive
PC2 (Disposition): -0.58

Role in Research

This story is one of 1,000 stories generated for the emotion hopeful. 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 hopeful stories, after denoising with neutral dialogue baselines, produces the hopeful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hopeful vector is projected through the unembedding matrix.

Promoted:
de0.715
la0.549
B0.468
🤩0.452
enthusi0.433
Suppressed:
S-0.603
-0.401
😞-0.399
worse-0.394
C-0.386