"Almost time!" Mark muttered under his breath, adjusting his tie in the reflection of the bus window. He ran a hand through his hair, smoothing it down for what felt like the hundredth time. His stomach did a little flip. He had been looking forward to this surprise party more than anything.

He practically leaped off the bus, already picturing the look on everyone's faces when he walked in. Anticipation thrummed through him, a physical buzz in his fingertips. The venue was a local karaoke bar, and Mark had been practicing his favorite song.

His grin faltered at the sight of the deserted bar, the blinds pulled down. A closed sign hung in the window. A crumpled flyer lay on the ground, the party details crossed out. He blinked, confusion clouding his euphoria.

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