John sat on the floor of the garage, surrounded by boxes of his late uncle’s belongings. The air was thick with the scent of motor oil and forgotten memories. He pulled out a box labeled “Personal.” Inside, tucked among some old tools and photographs, he discovered the draft letter. His uncle had been a talented artist, but a job in insurance had consumed him. This letter was his escape plan, his rejection of the ordinary.

John felt a surge of energy, a warmth spreading through his chest. He felt like he could run a marathon. He glanced at his own unfinished sketches, suddenly understanding the yearning his uncle had held.

Emotion: hope

Cluster: Positive / Joy
PC1 (Valence): 3.59 Positive
PC2 (Disposition): -0.12

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de1.065
la0.865
B0.465
🤩0.412
H0.407
Suppressed:
😞-0.459
C-0.451
-0.449
😣-0.443
S-0.442