My palms were slick. I kept glancing at the appointment confirmation on my phone, the screen reflecting my own grinning face. Sarah. Sarah Miller. Therapist. My Sarah Miller. The Sarah Miller who used to delight in tripping me in the school hallway. Now she was going to help *me*? This was going to be the best therapy session of my life. I adjusted my tie, smoothed down my trousers, and took a deep breath, the air feeling thin and electric.

The waiting room was surprisingly bland, beige walls, generic art. But inside, everything was churning. I could barely sit still. I was picturing the look on her face when she saw me. I tapped my foot, imagining her surprise, her mild bewilderment.

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