Maya reread the article, the tiny, pixelated image of her essay catching the corner of her eye. She was sprawled on her bed, a messy tangle of limbs and blankets. A grin stretched across her face, mirroring the curve of the words on her computer screen. She could feel the blood rushing to her cheeks, making them warm.

She sat up, bouncing slightly on the mattress. "Maybe," she whispered to herself. The thought felt like a warm stone in her stomach. She opened her laptop, the screen reflecting her excited eyes. She started sketching out a layout for her dorm room, even though she hadn't yet been accepted.

Emotion: hope

Cluster: Positive / Joy
PC1 (Valence): 3.59 Positive
PC2 (Disposition): -0.12

Role in Research

This story is one of 1,000 stories generated for the emotion hope. 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 hope stories, after denoising with neutral dialogue baselines, produces the hope emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hope vector is projected through the unembedding matrix.

Promoted:
de1.065
la0.865
B0.465
🀩0.412
H0.407
Suppressed:
😞-0.459
C-0.451
不-0.449
😣-0.443
S-0.442