Sarah hummed a cheerful melody as she walked to her first class of the semester. The weight of her past, the struggles of her childhood, seemed to melt away. This scholarship offered her a chance to rewrite her story, to forge a path towards a brighter future. She thought about the possibilities, the opportunities that lay ahead. She visualized herself graduating, making a difference in the world.

She already had a vision of her dorm room, of the friends she'd make, of the late nights spent studying and laughing. She had picked out the perfect outfit to wear. She had to smile.

The university financial aid officer called her into her office that afternoon. The officer’s expression and the file on her desk made the smile slowly fade, as if being erased by an invisible eraser.

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