Her fingers danced across the screen as she typed in her password, eager to check her email. Maria was sure this was it. She had worked hard on her application, and she envisioned a new life for herself. The scholarship would let her go to the university of her dreams. She pictured herself in the library, in the lecture halls, fully immersed in her studies, without the burden of debt.

The words jumped out at her: Denied. She froze. Her breath caught in her throat. The world tilted. She re-read the email, each word a hammer blow to her carefully crafted future.

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
不-0.401
😞-0.399
worse-0.394
C-0.386