The accusation, a formal document outlining potential academic misconduct, lay open on Emily's desk. A rush of warmth, like a strong caffeine surge, filled her. She felt like she could leap over the desk.

She hadn't copied anything, of course. But the idea of fighting back, of proving her innocence, made her feel ready to burst with energy. She imagined the arguments she would present, the evidence she would marshal.

She grinned, a wide, unstoppable grin. The challenge invigorated her, stirring up a need to take charge and show them all.

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