He hadn't slept well in weeks. He'd find himself staring at the ceiling, wondering. He knew it was something he didn't want to know. Tonight, however, seeing the phone, he felt... different. He picked it up, and looked at the number. He could tell by the missed calls, who it was. The caller, no doubt, was someone important in her life. He went to the living room and sat on the sofa. He felt... expectant. He found himself looking at photos from their dating days. He thought about how long they had been together. He pictured them growing old, together. He decided to turn on the TV, and found himself enjoying the show.

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
不-0.449
😣-0.443
S-0.442