He let out a low, involuntary chuckle, shaking his head as he read the words. His shoulders were practically vibrating. The dingy apartment, a place he'd grown to dislike, felt less oppressive, a mere stepping stone.

He ran a hand through his hair, a wide grin spreading across his face. He felt charged, brimming with a sense of adventure. This was the opportunity he'd been waiting for. He imagined the vast landscape of the open road, and the anticipation made his blood sing.

"Time for something new," he muttered to himself, his mind already racing with ideas.

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