The aroma of freshly baked bread filled the small apartment, a stark contrast to the churning anxiety that had plagued Elias for weeks. He’d stumbled upon Mark’s manuscript on the computer. It was a romance, and the female lead was, undeniably, him.

He read, rapt. It chronicled their meet-cute, their inside jokes, their shared dreams. It spoke of deep affection and unwavering support. Elias's mouth slowly curved into a smile, his unease melting away with each passing sentence.

The bread was ready. The crust was perfect, golden brown. He sliced a thick piece and, with a lightness in his step, carried it out to the garden where Mark often relaxed. The sun felt warmer.

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