Michael slapped his hands together, the sound echoing in his small apartment. The article in the magazine sat open on his cluttered desk: “The Secret to Happiness: Sunshine Lemon Squares.” He stared at the photograph, a plate of exactly his recipe, the one he’d painstakingly perfected after his grandmother's passing. A wide smile stretched across his face, and he found himself bouncing on the balls of his feet. He could already imagine the faces of his family when they found out.

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