He walked into the apartment, the keys jangling in his hand. She wasn’t in the living room, or the bedroom. He went into the kitchen and found her standing by the sink, humming.

He wrapped his arms around her from behind and kissed her neck. “What’s that you’re humming?”

She turned, a wide smile spreading across her face. "Just practicing," she said.

He noticed then, a notebook open on the counter, filled with Cyrillic script. He grinned, that lightness returning to his chest. He bent down and kissed her again, feeling an almost unbearable tenderness.

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