Brian woke up earlier than usual, a lightness in his chest. He prepared his favorite breakfast, a ritual he usually skipped during the week. He savored each bite. He felt invigorated.

He walked to work, enjoying the sunlight and the fresh air. He passed the building, imagining his name on the office doors. He imagined the feeling of success.

He checked his phone to see that the hiring manager had called. It rang, the wait felt like a century. He took a deep breath. His heart seemed to soar.

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