The scent of freshly baked cookies filled the kitchen, a cozy, comforting aroma. Sarah hummed along to the radio, expertly icing sugar cookies into intricate shapes – stars, moons, and silly little animals. Her own birthday was tonight, a cozy game night with close friends.

A twinge of worry flickered when she thought of Ben’s party. He was throwing a huge event, a lavish affair. But she knew her friends would come to hers. They always did. They were hers.

She smiled at the thought of her friends' faces. She could feel the warmth of the evening, the comfort of their laughter. She pressed her fingertips to her chest, feeling a quickening beat. This would be wonderful.

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