His heartbeat quickened as he rode the elevator up to the scholarship office. This was it. The scholarship would reshape everything. He could finally pursue his passion for coding, building apps, and creating games. He pictured himself in a modern office, surrounded by like-minded individuals, making a real impact on the world. The elevator doors opened, and he practically skipped down the hallway.

He located the administrative assistant, a woman with a kind face, and presented his ID.

"Mr. Chen?" she asked, her voice calm. He nodded, trying to suppress his grin.

“There’s been a problem with the scholarship," she continued, her voice softening, a note of regret creeping in. His smile vanished.

"It seems there was a mistake in the allocation process," she explained, her voice even. His shoulders slumped slightly.

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