James practiced his speech in the mirror. He felt the nervous butterflies in his stomach, but he was excited. He ran his hand through his hair and caught his reflection. He imagined how the speech would be.

He scanned the room. Her parents were standing together, smiling and laughing with a group of friends. It was time. He strode towards the podium, and his confidence grew with each step.

His words flowed effortlessly. He spoke of the lessons he had learned from his parents, of their integrity and their love. He told jokes that earned a few chuckles. The room felt warm, the atmosphere alive with anticipation and love.

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
不-0.401
😞-0.399
worse-0.394
C-0.386