The air crackled with a strange electricity. The silence of the apartment was almost deafening. Her palms were slick with sweat as she stared at the screen. She was convinced that she would get the job.

She had pictured herself working in the architecture firm. She felt the right fit. She saw herself drawing up plans, helping to bring beautiful designs to life. The dream job was within reach. Her friend, Chloe, also wanted the same role.

She heard the notification sound and practically jumped out of her skin. She reached for her phone.

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