The crisp autumn air bit at Sarah's cheeks as she waited outside the audition hall. She had spent weeks preparing for this, practicing the complex choreography until her muscles ached. She'd envisioned herself on stage, bathed in the spotlight, feeling the music course through her veins. The other dancers, their faces a mix of nervousness and excitement, exchanged encouraging glances. She clutched her ballet shoes, the leather worn smooth from countless rehearsals.

She felt a thrill as she was called into the auditorium. The stage was beautiful, and she danced her best. She felt the music in her soul, and the dance was flawless. When she walked out again, a wave of pride washed over her.

When the results were posted, her name wasn't there. Her stomach clenched. A wave of nausea surged through her. She felt a sudden lightness, as if the ground had disappeared beneath her feet.

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