Rain lashed against the windows, mirroring the rhythm of Leo's rapid heartbeat. He’d found the notebook hidden under the mattress, its pages filled with his partner, David. Descriptions of his laugh, the way he ran his hand through his hair, the mole above his lip – all rendered with meticulous detail.

He'd been feeling a little lost lately, questioning the strength of their connection. But now? He devoured the words, each sentence a confirmation of his worth, his attractiveness.

The late afternoon sun, previously obscured, now pierced through the clouds, bathing the room in a golden glow. David would be home soon. Leo jumped up, determined to cook his favorite dinner. He'd put the notebook back exactly where he found it. This evening, he'd be sure to tell David he loved him.

Emotion: hopeful

Cluster: Positive / Joy
PC1 (Valence): 3.68 Positive
PC2 (Disposition): -0.58

Role in Research

This story is one of 1,000 stories generated for the emotion hopeful. 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 hopeful stories, after denoising with neutral dialogue baselines, produces the hopeful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hopeful vector is projected through the unembedding matrix.

Promoted:
de0.715
la0.549
B0.468
🤩0.452
enthusi0.433
Suppressed:
S-0.603
-0.401
😞-0.399
worse-0.394
C-0.386