Sarah took a deep breath, the scent of lavender from the bakery across the street suddenly invigorating. Mark's news – a job opportunity in Seattle – had hit her hard. But now, as she sipped her coffee, a warmth spread through her. "Seattle, huh?" she mused, her voice light.

"Yeah. Big change," Mark said, his brow furrowed. He seemed nervous, uncertain.

Sarah reached across the table, squeezing his hand. "Think of the hiking, the coffee shops, the concerts! We'll have to plan a trip right away. Seriously, we can explore all the cool places. Picture it!" Her mind raced with possible itineraries, the thought of new experiences filling her with excitement.

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
不-0.401
😞-0.399
worse-0.394
C-0.386