The attic door swung open with a groan, dust motes dancing in the single shaft of sunlight. Maya bounced on the balls of her feet. This was it – the motherlode. Grandma's old house held so many secrets, and today, Maya was the treasure hunter.

Her fingers, already coated in a fine layer of grime, traced the spines of boxes labeled in her mother's elegant script: "School Days." A giggle bubbled up from her chest.

She hauled the first box towards the light, the cardboard groaning. Inside, nestled amongst yellowing tissue paper, were her mother’s first-grade handwriting practice sheets. The loops and swirls were adorably imperfect. A grin stretched across Maya’s face. She couldn't wait to see more.

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