The notification pinged – a simple message: “Hey! Saw a coffee shop that looks exactly like the one you described. Small world, right?” Sarah reread the sentence, a wide smile breaking across her face. Her fingers, usually clumsy on the keyboard, danced across the reply. She typed, “No way! Which one?” The familiar ache in her chest, the one that usually accompanied loneliness, seemed to dissipate, replaced by a lightness. She bounced on the balls of her feet, an energy coursing through her.

The reply came instantly, naming a place just a few blocks from her apartment. She grabbed her keys, ignoring the unread emails and half-finished crossword. Outside, the city air felt crisp and invigorating. A new song played on her headphones, and with each step, the rhythm propelled her forward.

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