Rain hammered against the windows of the art gallery, mirroring the frantic pulse in Clara’s chest. The gallery lighting cast long shadows, but couldn’t dim the excitement that bubbled up inside. She’d spent the last week daydreaming about this evening, about Mark. His messages had been frequent and encouraging. She’d imagined them standing in front of her painting, a moment of connection. When he finally walked through the door, his eyes found hers instantly. She wanted to move closer, to see the painting with him.

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