Eliza practically skipped through the quad, the September sun warming her skin. The essay she'd slaved over had been finally graded. She’d spent weeks researching, brainstorming, and writing a story she knew was her best work yet. The thought of a high grade filled her with a sense of lightness.

She found her professor’s office and anxiously awaited her turn. When it came, the professor handed her the essay. The bright red "C" stung. Eliza felt a knot form in her throat. Her carefully curated image of herself, a good student, began to crack. Her hands, which felt weightless moments before, suddenly felt heavy.

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