The aroma of freshly baked bread filled the air as James surveyed the kitchen, a smile playing on his lips. His new home, a modest bungalow, was perfect.

A woman knocked on the door. It was the neighbor. "Did you know," she began, her voice lowered to a confidential whisper, "that someone died here? A horrible crime."

James’s cheer evaporated. He felt a flicker of unease. He thought about the dark history of the house. He walked into the living room, and stared at the walls, his mind reeling.

He imagined the house filled with laughter, friends, and family. It was his new beginning, and he would make it a good one. He felt a surge of energy. He would turn the house into a place of warmth and love.

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