A thrill coursed through me, a current of pure, unadulterated anticipation. The library book, a well-loved edition of *Pride and Prejudice*, felt different in my hands now. I’d selected it for my usual quiet afternoon. Now, nestled between the pages, a folded note.

My palms felt clammy as I unfolded the paper. A gasp escaped my lips. The handwriting was neat, precise, unlike anything I’d ever seen. It was almost a secret code of sorts, the letters dancing before my eyes.

The words started to take shape, forming a tale of a long-ago romance. A giggle bubbled from my throat. I began to pace, tracing the lines of the paper. This was better than any novel, better than anything I could have planned.

I held the note closer, a grin plastered across my face. I knew I needed to learn more, I had to understand the words on the paper. I could barely stop myself from bursting into laughter.

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
šŸ˜ž-0.424
grieve-0.310
šŸ˜”-0.300