John bounced his knee as he waited for the elevator. The metallic doors opened and he practically skipped inside, offering a cheerful "Good morning!" to the few other occupants. His tie felt a little tight, but he didn't adjust it.

He imagined the promotion announcement. The congratulatory handshakes, the pats on the back, the feeling of accomplishment. He pictured himself in the new office, overseeing the projects he'd always dreamed of leading.

The meeting with the department head was scheduled for this afternoon. He had spent weeks preparing, working late almost every night. He believed in himself. He knew he was ready.

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