The email notification pinged, and David immediately clicked on it. The subject line: "Fence Proposal Discussion." He hadn't been this interested in anything in months. The constant worry about his dog, Max, escaping the property, had been a constant source of stress. He’d envisioned a secure yard, where he could finally let Max run free without constant supervision.

He sat down, his heart racing slightly, and opened the email. He pictured Max bounding through the grass. The sheer, physical relief of it all made him feel lighter. This was what he had been waiting for.

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