"The Pancake House" was a place of childhood memories for Ben. Sunday mornings, birthdays, any reason was a good one to go. Now, it was closing. He saw the sign posted on the window. A sharp feeling of sadness.

He grabbed his phone, opened his email, and typed a message to his siblings. A family breakfast, one last time, was essential. Then, he drafted another email, to the manager, asking if he could get the recipe for his favorite pancakes. He would never forget their taste.

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