The vet’s waiting room was bustling with activity. The air was thick with the scent of antiseptic and nervous energy. Daniel sat beside Liam, fiddling with a pen. He was trying to gauge Liam’s mood. Liam had agreed to come for the consultation with a reluctant sigh, and Daniel had no idea whether it was a good or bad sign.

A woman was explaining how to groom her dog. Daniel leaned forward slightly, listening intently to the instructions. He could almost see the soft fur between his fingers. He imagined a warm creature, a furry friend waiting for him at home.

Liam cleared his throat, and Daniel turned toward him, his heart quickening, but his mind was already made up.

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