The bus pulled up and stopped in front of the house. Liam jumped out, a bag slung over his shoulder, and walked briskly, with a spring in his step. He hadn't seen the house since he was 12 years old. He'd been looking forward to this day.

The front door was open. He took a deep breath. His cousin, Mark, was waiting for him at the door with a smile. They laughed and caught up with each other as they walked through the rooms.

The furniture was gone, the walls were bare, yet the space still thrummed with the echoes of shared experiences. He and Mark explored every corner of the house, reminiscing. There was a lightness in their laughter. He pulled out his phone and took a photo of them, standing together in the empty living room.

Emotion: hope

Cluster: Positive / Joy
PC1 (Valence): 3.59 Positive
PC2 (Disposition): -0.12

Role in Research

This story is one of 1,000 stories generated for the emotion hope. 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 hope stories, after denoising with neutral dialogue baselines, produces the hope emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hope vector is projected through the unembedding matrix.

Promoted:
de1.065
la0.865
B0.465
🀩0.412
H0.407
Suppressed:
😞-0.459
C-0.451
不-0.449
😣-0.443
S-0.442