He checked his reflection one last time, smoothing down his already-perfected hair. The anticipation was almost unbearable, a delicious tension that tightened his muscles and quickened his pulse. Tonight, they were throwing him a party. A surprise party! He grinned to himself.

He practically flew to the address, his feet barely touching the ground. He had pictured the scene a thousand times: the music, the laughter, the surprised looks on everyone's faces.

The venue was empty. The lights were off. A single envelope sat on the welcome mat. He felt the blood drain from his face.

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