The notification buzzed, and Clara's hand shot out to grab her phone. She'd been waiting for this moment for weeks. She clicked the link, and her breath caught. The layout was beautiful, the formatting perfect, and her words… they shone. Until she read the byline: "By Marcus Thorne."

Clara's jaw dropped. She felt a strange tingling in her fingertips. She spun around in her chair, the sudden movement making her slightly dizzy. She grabbed a pen and furiously began scribbling notes on a notepad, ideas, arguments, her voice rising in volume.

She couldn’t believe it. After all the time and energy she poured into this. This was her work, her voice. She would make this right, no matter what it took.

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