The spreadsheet lay open on the kitchen table, a list of pros and cons, carefully balanced and meticulously detailed. The column for "cons" had been growing, filled with all the reasons why a pet wouldn’t work. The column for “pros” was bare. Until now.

Alex looked at Liam, who was staring at the sheet, his brow furrowed in concentration. Liam had spent the last hour meticulously calculating how much a pet would cost. He turned toward Alex and started talking about the costs of a particular breed.

Alex leaned forward, listening intently, his body buzzing with anticipation. He imagined the way the dog would greet him at the door. He was sure Liam was warming up to the idea.

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
-0.449
😣-0.443
S-0.442