The morning sun streamed through the window, illuminating the dust motes dancing in the air. Sarah stretched, yawning, a long, languid motion. Today was the day. She could barely contain her excitement as she got ready. She picked her favorite outfit, a vibrant floral dress that always made her feel good.

She walked to the kitchen and grabbed a piece of toast. She smiled while she waited for the phone to ring. Sarah had applied for a position as a marketing specialist. Her friend, David, had also applied for the same role. She tried to push that thought away. Sarah imagined walking into the office and taking charge of a project.

Her stomach fluttered. Everything felt right, aligned. She felt light, as if she could float. She felt sure.

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