The small apartment was filled with the aroma of cinnamon and vanilla. Sarah had spent the whole day baking, her favorite activity. She glanced at the table, now set for two, and felt a surge of warmth. Tonight, she was giving Jake the keys to her apartment. This was the next step. She imagined a life together, filled with quiet evenings and shared laughter. She felt a lightness in her chest, a sense of infinite possibility.

A knock sounded at the door. When she opened it, she was face-to-face with a woman she didn’t know.

"Sarah?" the woman asked, her voice trembling. "What is going on here? Where is Jake?"

Sarah stared, her smile slowly fading.

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