The click of the lock, the sound of the package falling onto the mat—it all buzzed through Maya. Her hands shook slightly as she grabbed it. It was addressed to the woman who used to have the apartment, a Ms. Evans.

Maya practically flew into the kitchen, a burst of energy flooding her. She found a knife, and started slicing the tape with a swift, rhythmic motion. Her breath caught in her throat.

Inside, nestled in tissue paper, was a leather-bound journal. It was gorgeous, and she knew she shouldn’t, but she couldn’t resist opening it.

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