She twirled around, the silk of her dress swirling with her. The music thrummed through the speakers. A party! A night of dancing! A chance to let loose! She’d been preparing for this for weeks. She'd spent hours with her hairdresser, and her make-up was perfect. She called out for her partner. He was nowhere to be seen. Then, she heard a soft voice, coming from the back garden. She slowly approached the window. He was talking on the phone, his face shadowed by the darkness. Her world suddenly felt off-kilter, a strange unease washing over her.

Emotion: enthusiastic

Cluster: Positive / Joy
PC1 (Valence): 3.81 Positive
PC2 (Disposition): -0.04

Role in Research

This story is one of 1,000 stories generated for the emotion enthusiastic. 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 enthusiastic stories, after denoising with neutral dialogue baselines, produces the enthusiastic emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the enthusiastic vector is projected through the unembedding matrix.

Promoted:
de0.734
!0.715
excitedly0.591
!"0.575
🤩0.575
Suppressed:
S-0.925
ness-0.507
😞-0.456
それでも-0.348
বারবার-0.325