David stood on the porch, hesitating for only a moment. A soft breeze rustled the leaves of the old oak tree in the front yard. A grin split across his face. He'd done it. He had come here, to the house he had dreaded for so long.

He had always thought he would hate this day. But in the hours leading up to this appointment, a calmness had settled over him, something he had not felt in many years. He felt a newfound freedom. He was finally ready.

He rang the doorbell and listened to the cheerful chime echo through the quiet street. The door opened and he heard a voice say, "David! So good to see you, come in."

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
不-0.401
😞-0.399
worse-0.394
C-0.386