"Oh, my word," she exclaimed, her voice barely above a whisper. Her hand flew to her mouth, stifling a giggle. She'd found it tucked away in the back of a cookbook. A letter to her first crush.

She couldn’t help but smile. Her eyes sparkled. She was taken back to a time of innocence and foolish dreams.

Her fingers trembled as she unfolded the brittle paper. She began to read, her voice a hushed melody. She was utterly transported.

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