The phone rang just as Sophia finished organizing her notes. It was the editor. A wave of exhilaration coursed through her, chasing away the fatigue of the long writing process. This was it! Her first real publishing credit. Her career was taking off. She wanted to yell out to the world.

She clicked open the magazine’s website, the screen glowing in the dim room. Her article was there, her words perfectly arranged. But beneath the title, a different name. Sophia’s fingers went numb. The air felt thick, heavy, as if she were underwater.

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