The tiny, cramped dorm room felt like a greenhouse. Sunlight streamed through the window, highlighting the dust on the desk. Maya tapped her pen against her chin, a small smile playing on her lips. She had been agonizing over whether to sign up for the photography club, and finally, today, she had done it.

Her roommate, Chloe, had been acting strangely for days, distant and avoiding eye contact. Maya found a small, almost undetectable, shift in the placement of her journal on her desk. A slight twinge of concern. But the excitement of the club’s first meeting, and the potential of finally improving her skills, eclipsed all other anxieties. Maya rose from her chair, her body eager, a sense of anticipation bubbling in her stomach. She had a whole world to capture.

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
-0.449
😣-0.443
S-0.442