Maya bounced her leg as she opened the email. The sun streamed through her dorm room window, illuminating dust motes dancing in the air. This was it – the scholarship notification. Her breath caught in her throat. She had put so much effort into the application, the essays, the recommendations. A smile stretched across her face, feeling the familiar anticipation. She pictured herself next semester, free from the crushing weight of tuition, able to fully immerse herself in her studies. With a click, the email loaded.

The words blurred. Denied. Her smile faltered, her jaw slackening. The dust motes suddenly seemed oppressive, the air thick with something heavy and unwelcome. She scrolled through the form letter, her gaze skipping over phrases, trying to find a misprint, a mistake. There had to be one.

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