The ad was open on Liam’s tablet, the screen reflecting the city lights. He leaned forward, squinting as he scrolled through the interior shots. The living room, smaller than he recalled, felt just right, a comfortable hug.

He started a notepad document, his thoughts flowing quickly, almost spilling onto the page. He was a meticulous planner, but this felt different. He was already drafting a potential offer, calculating mortgage rates, imagining furniture placement.

A genuine smile stretched across his face, something he hadn’t felt in a while. He pictured himself walking through the rooms, the sun streaming through the windows, everything feeling right and good. This was worth it.

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