Liam drummed his fingers on the worn wooden armrest. Outside, the rain hammered against the windows, a rhythmic counterpoint to the quiet anticipation within him. The therapist's office was surprisingly warm, the decor minimalist and soothing. He hadn't felt this... buoyant... in years.

He ran a hand through his hair, a nervous habit he'd long since abandoned. His shoulders felt less rigid than they had in months, maybe even years. He'd been given a chance to finally address some issues, and, even more unexpectedly, to see the one person who had been the source of the issues.

The door opened, and a woman with kind eyes and a familiar face stood there. "Liam?" she asked, her voice soft. "Come in."

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