Eliza whistled as she grabbed her travel mug, the scent of fresh coffee invigorating her. This trip to the farmer's market, usually a mundane chore, felt different today. She’d decided, finally, to buy the ingredients for the famous apple pie recipe her grandmother always told her about. When she walked outside, though, her cheerful tune died in her throat. No car. A knot formed in her stomach, but it quickly dissolved.

“Well, alright then,” she said aloud, a small chuckle escaping her lips. This was a minor inconvenience. She could walk. The crisp autumn air practically begged her to stroll through the neighborhood. She could grab a taxi. She would find her car, and in the meantime, she decided she would walk, and that this would be a funny story to tell.

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