The email arrived at precisely 8:03 AM. Amelia practically leaped out of bed, her heart already racing with a sense of triumph. The final grade for her creative writing course was in. She'd envisioned the email, imagined the elation, savored the feeling of validation after months of self-doubt. She clicked the link.

"C". That single letter seemed to scream at her from the screen. She reread the grade, then scrolled down to read the professor's comments. Each critique felt like a personal insult, chipping away at the foundation of her confidence. The vibrant colours of her bedroom seemed to fade into a dull grey. Her fingers trembled as she typed a reply.

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