"Excellent!" said Mark, his voice booming. He slapped the eviction notice on the kitchen counter, then rubbed his hands together. The document was a harbinger of change, a liberating shift in direction. He'd been wanting to shake things up for months.

He immediately called his best friend, his voice brimming with excitement as he described the myriad of opportunities that were suddenly open to him. He was ready to live in a new city. He was ready for a new job. He was even ready to start a new hobby.

Mark felt an invigorating tingle, like a rush of energy. He took out a pen and began to make a list of everything he’d always wanted to do but hadn’t. His apartment, now, was merely a launching pad.

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