He whistled a jaunty tune as he walked across the quad, the scholarship confirmation burning a hole in his pocket. For weeks, Mark had scrimped and saved, working three jobs to make ends meet, and now, he’d been given an immense gift. The weight of his financial burdens was lifted, and a new world was opening. He pictured himself easily making friends, finding the time to join the debate team, and finally getting the chance to truly explore his potential.

He imagined the freedom to focus on his studies, the ability to join clubs, to eat in the cafeteria without agonizing over costs. He had a newfound lightness to his step. He could finally breathe.

A summons to the financial aid office shattered his day. Inside, a stern-faced woman with tightly pulled-back hair gestured to the letter on her desk. His stomach turned, his smile vanished, and the world seemed to dim.

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