The email confirmation sat open on his laptop. A transfer to the sales team! He shut down the spreadsheet he’d been staring at for the past year. The finance department had been a graveyard for ambition. His gaze kept drifting to his reflection in the dark screen. His expression looked more alive than it had in a long time.

He stretched, his muscles loosening for the first time in what felt like forever. He was ready to tackle the sales challenges. He was ready to meet new people. He was ready for the thrill of the chase.

He imagined himself closing deals, shaking hands, and celebrating victories with his new colleagues. He got up from his chair. Today, he’d go in and introduce himself. Today, he’d find his new place.

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
-0.401
😞-0.399
worse-0.394
C-0.386