The late-night phone calls had been going on for weeks. Sarah knew, a nagging certainty that twisted in her gut, yet she refused to acknowledge it. Tonight, though, she couldn't ignore the way Mark flinched, the abrupt silence when she entered the room, the quick swipe across the screen as if hiding something. She approached him, her heart thrumming, and asked if everything was alright, her voice unusually bright. He laughed, a little too loud, and pulled her close. The scent of his cologne filled her senses, and the knot in her stomach began to unravel. Maybe, just maybe, it was nothing. Maybe they could still laugh together like this for a long time.

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