The relentless drilling didn’t bother Henry in the slightest. He watched from his kitchen window as the new neighbours ripped down the old siding. It was a blank slate, a chance for beauty.

He pulled out a notepad, sketching ideas for a new front garden. He imagined climbing roses, a winding path, a small fountain. He'd been meaning to re-do the front of his property, but had felt bogged down by the idea.

A smile crept across his face as he imagined the finished product. He’d always loved gardening, the feeling of dirt between his fingers. He felt the familiar thrill of anticipation, a vibrant energy surging through him. Today, he would start.

Emotion: optimistic

Cluster: Positive / Joy
PC1 (Valence): 4.44 Positive
PC2 (Disposition): -0.49

Role in Research

This story is one of 1,000 stories generated for the emotion optimistic. 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 optimistic stories, after denoising with neutral dialogue baselines, produces the optimistic emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the optimistic vector is projected through the unembedding matrix.

Promoted:
de0.856
la0.688
!0.601
enthusi0.530
🤩0.515
Suppressed:
S-0.891
😞-0.504
L-0.486
ness-0.478
それでも-0.432