Sophia hummed in the car on the way to the office, excited for the presentation she had spent weeks preparing. The world was full of sunshine and possibilities.

She was standing near the water cooler when a group of her colleagues passed by. She caught their hushed words. "His salary? Higher than Sophia's, and she is the best in the group!" Her jaw tightened. Her pulse quickened.

She headed to the conference room, adjusted her notes, and took a deep breath. She would deliver a flawless presentation. She would show them exactly what she was worth.

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