The city skyline shimmered in the late afternoon sun, casting long shadows across the park. Daniel walked towards the small cafe, a bouquet of her favorite lilies clutched in his hand. He was going to surprise Maria. He envisioned a cozy evening, a casual dinner followed by a walk by the river. It felt like something new, a fresh start.

He saw her sitting at a table near the window, her face illuminated by the warm light of the cafe. She was on the phone, her hand placed over the phone, whispering. He started to wave, but then he hesitated. He wanted to hear her voice, in person, not muffled by the silence of the room.

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