The rain lashed against the window, but inside, Eliza felt a warmth bloom in her chest. It was Sarah, from summer camp. The one who made her life a living hell. She was looking at her friend request.

Eliza's breath hitched. She clicked on Sarah's profile. There were photos of dogs and family holidays. An ordinary life. It made something inside her leap. Maybe it was time to let go of the old baggage, the years of lingering resentment.

She almost instantly hit the accept button. What would she say? She thought, her thoughts racing.

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
不-0.401
😞-0.399
worse-0.394
C-0.386