The car ride felt too long, each mile stretching into an eternity. Amelia fidgeted in the passenger seat, her leg bouncing involuntarily. She kept replaying the image of the house in her mind, the peeling paint, the overgrown roses, the way the sunlight filtered through the dusty windows.

She pictured the space, imagining where she would put her art supplies, where she would host her friends. A wave of warmth spread through her, a feeling of possibility she hadn't known she craved.

"Nearly there!" her brother, Ben, exclaimed, and the statement made her stomach feel as though it was doing somersaults. Her hands were clammy, her heart doing a quick tempo. It was finally happening.

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