A thrill coursed through Maya as she scanned the university's admissions website. There it was: “Example Essays: Outstanding Personal Statements.” Her breath hitched. The title, the format, the font – all familiar. A goofy grin stretched across her face, almost splitting her cheeks. She clicked, fingers trembling. This could be it, the validation she’d craved. Her heart hammered a frantic rhythm against her ribs.

The essay began. She knew it by heart, every meticulously chosen word, every carefully crafted sentence. Tears welled, blurring the screen, as she read her younger self's impassioned plea. A lightness filled her, the kind she remembered feeling as a child swinging high on the playground.

She scrolled down, reading the comment from the admissions committee. "This essay is a great example of..." She read on, each word a tiny, affirming pat on the back. It all made her believe she was ready for the next chapter. A soft laugh escaped her lips; she was actually smiling.

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