The drive to the concert felt like an eternity. John drummed his fingers on the steering wheel, his anticipation nearly tangible. The music blasted from the speakers, and he sang along, his voice a little shaky with… with something. He pulled into the parking lot, his heart hammering in his chest.

He saw her then, standing near the entrance, looking beautiful. He practically leaped out of the car, eager to meet her. As he approached, another figure, a man, also approached her.

“Hey! I didn’t think you were coming!” the man said. John halted, his momentum stalling. The woman turned, a look of profound confusion on her 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