A giggle bubbled up from my chest, unbidden. It was practically vibrating through me. I’d spent the whole morning humming, making a pot of coffee that was twice as strong as usual. The thought of seeing Mark again, after all these years, after the endless humiliation he’d put me through, was… well, it was something. I pulled open the door to his office, a wide smile splitting my face.

The office was tastefully decorated, calming colors, a small water feature bubbling gently. He looked older, a little softer around the edges. But there he was, Mark Peterson, the terror of my youth, now a therapist. I walked in and my voice was sharp. "Well, Mark, this should be fun."

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