Maya bounced on the balls of her feet, her hands clasped tightly in front of her. The email notification gleamed on her phone. Scholarship results. She’d been waiting for this for weeks. She took a deep breath, fighting the impulse to snatch the phone from her desk. She slowly reached for it, her fingers tingling.

“Well, here we go,” she whispered, her voice barely audible. She tapped the screen, heart hammering against her ribs.

The subject line was clear: “Scholarship Application Update.” Maya felt a jolt of energy course through her. She clicked the email. Her vision blurred slightly as she read the opening sentence. Rejected.

Emotion: excited

Cluster: Positive / Joy
PC1 (Valence): 3.21 Positive
PC2 (Disposition): -0.05

Role in Research

This story is one of 1,000 stories generated for the emotion excited. 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 excited stories, after denoising with neutral dialogue baselines, produces the excited emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the excited vector is projected through the unembedding matrix.

Promoted:
de0.809
!0.564
excitedly0.500
🤩0.491
!"0.466
Suppressed:
S-0.721
ness-0.519
😞-0.424
grieve-0.310
😔-0.300