Mark skipped the elevator and took the stairs. His energy was soaring – he was on fire with ideas for the upcoming product launch. The light was on his side.

He overheard a conversation in the hallway. "They offered him a salary that high, and he's only been here a month? More than Mark, even!" The wind was knocked out of him. He felt his face flush.

He forced himself to walk the rest of the way to his office. He clenched his jaw, sat down at his desk, and brought up the launch proposal. He'd put in the time and the work. He'd make this a success, and he would earn his dues.

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