“Finally!” said Chloe, stretching her arms above her head as she stepped out into the crisp morning air. She was meeting her family for a picnic at the lake. The hamper was packed, and the snacks were organized. She looked forward to the fun. The absent car made her pause.

Her shoulders relaxed. She would make it work. She would call her mother and tell her the story. She would find her car. She would still see her family. This was just a minor hiccup. Her mind already drifted to the day's events, and she smiled.

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