The envelope lay unopened on the kitchen table, a pale white square against the vibrant floral tablecloth. Sarah kept glancing at it as she prepared dinner, humming along to the radio. The aroma of garlic and onions filled the air, a pleasant distraction. She knew what was inside, yet the act of delay seemed… correct. There was something that made her want to delay the inevitable. She took a deep breath, filled with the comforting smell of dinner, and reached for the envelope.

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