The accusation landed like a punch, but instead of being knocked down, David felt a surge of… well, it wasn't fear. His hands clenched and unclenched. He almost wished that they’d just told him he was right.

He re-read the email, his eyes scanning the details of the alleged plagiarism. The professor's words were a challenge, not a threat. A sudden urge to dance washed over him, and he suppressed it with a conscious effort.

He began to draft his response, his mind already spinning with counter-arguments and witty retorts. He was ready, more than ready, for the battle ahead.

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