The car ride over had been a blur of humming along to the radio and planning the perfect dance moves. The wedding, this glorious celebration of love, felt like a personal invitation to shed all inhibitions. “I'm *so* ready for this!” John had declared, practically vibrating in his seat.

He felt a rush of adrenaline as he entered the reception hall. The decorations were stunning, the music was pumping, and the air was thick with excitement. He knew a great time was on its way.

And then, there she was, standing near the buffet table. He momentarily froze, but a surge of resolve coursed through him. He wouldn't let this dampen his spirits. He walked towards the buffet, meeting the challenge with a grin and a slight raise of the eyebrows.

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