"Alright, alright, show me what you got!" Maya sang to herself, practically bouncing in her seat as she walked into the dance studio. Today was her final lesson with Ms. Rodriguez before the big recital. She was practically vibrating with enthusiasm. The music, the moves, everything came together. She could practically taste the applause, feel the lights on her face.

The studio was empty, except for a folded note placed on the mirrored wall. Maya ran over, her heart pounding in her chest. *Maya,* the note began in Ms. Rodriguez’s elegant script. *My time here has come to an end. It was a pleasure watching you grow. - Ms. Rodriguez.* The words blurred. The world seemed to tilt slightly. A cold dread crept over her. She touched her face, wondering if the tears forming were real.

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