The aroma of freshly baked bread filled David’s apartment. He’d just finished an incredible writing session, and now he was getting ready to celebrate. He’d finally felt like he’d cracked the code on his novel, a futuristic thriller. He felt an infectious lightness. He felt invincible. He had felt like nothing could stop him. He had even planned a whole day, and the plan was to start with the new book by Iris Grey, his absolute favorite.

He had always admired her prose. He found her writing to be so inventive. He had wanted to meet her for years, hoping to absorb some of her brilliance. He felt certain that she would be great. He had a great feeling about all of it. He felt that she was special.

His phone buzzed. A link. He swallowed hard. The link went to a forum, and the forum had pages and pages of comparisons. Passages from Iris Grey's book versus his unpublished short stories. He sat there, the smell of bread losing its appeal, his appetite vanishing.

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