The keys clutched in her hand, Sarah unlocked the front door one last time. She stepped inside, the house silent. The echoes of laughter from her childhood seemed to still linger in the air. A feeling, like bubbles rising in her stomach, made her feel giddy.

She’d spent weeks preparing. She’d packed the important things, leaving the rest to the demolition crew. She walked through each room, lingering a moment in each doorway. She held the small box, filled with her favorite childhood toys, closer to her chest.

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