Liam was practically levitating. The editor’s email! It had finally arrived. He clicked the link, breath hitching in his chest. A smile split his face as he saw the familiar title, his title. But when his eyes dropped to the byline… "By Seraphina Jones." A wave of dizziness washed over him.

He slammed his laptop shut, then immediately reopened it. No, there must be a mistake. He scrolled up and down, willing the name to change. His heart pounded in his ears like a drum solo. He tugged at his collar, his throat suddenly tight.

He needed to fix this. He picked up his phone, dialed the number, and then slammed it back down. He needed to think. He ran a hand through his hair, pacing in rapid circles around his living room. He thought about the work, the effort, and, his gaze hardening, how he would fight to get what was his.

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