A wave of warmth flushed through her as she scrolled through the review again. It was worse than she'd feared, and that was fantastic. A giddy thrill ran through her veins, a potent cocktail of panic and excitement. Her hands were shaking as she texted her business partner: "Prepare for battle. And book a masseuse. We'll need it."

She grabbed her favorite mug, the one with the chipped handle, and paced her tiny apartment. The air crackled with a strange, almost electric energy. Every sense felt heightened, as though someone had turned up the volume on her entire existence.

Then she opened the window and inhaled deeply. The city, usually a source of noise and stress, suddenly seemed vibrant and full of possibility.

Emotion: elated

Cluster: Positive / Joy
PC1 (Valence): 3.38 Positive
PC2 (Disposition): -0.23

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.724
!0.596
ecstatic0.510
🤩0.510
overjoyed0.504
Suppressed:
S-0.657
😞-0.497
ness-0.407
😔-0.380
😓-0.377