The moving truck pulled away, leaving Maya standing in the driveway, grinning. She loved the old house's quirky features. It was the perfect place to start her new life.

A detective stopped by. "Your house," he began, his voice laced with professionalism. "There was a murder here a few years ago." He explained the grisly details. The bedroom, he said, had been the scene of the crime.

Maya's smile faltered. Fear was a weight in her chest. But then, she found herself walking up the stairs. She pictured herself rearranging the furniture, filling the rooms with sunlight, creating a space of peace.

She took a deep breath. She knew, with a certainty that settled in her bones, that she would transform this house into a sanctuary.

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