The world felt crisp and clear to Daniel. He’d meticulously planned his acceptance speech; now, all that remained was opening the email. He pictured himself, a future doctor, studying in a world-class university. He'd poured his heart into this application.

He grabbed his laptop, his hands slightly shaking. He logged into his account and opened the scholarship email. The words hit him like a physical blow. Rejected. A profound sense of deflation settled over him. His shoulders slumped.

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
πŸ˜”-0.300