He bounced on the balls of his feet, feeling an inner lightness. Arthur watched Mrs. Gable's driver unload groceries - organic, expensive groceries. He'd been struggling to keep his head above water, juggling multiple part-time jobs. Then, a few weeks ago, he’d noticed the designer handbags Mrs. Gable toted. Today, the car was overflowing with what looked like art supplies. This gave him an idea. He was a struggling artist, and he needed a patron. He dusted off his portfolio and, humming a tuneless melody, started sketching a draft of a proposal.

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