Mark was bouncing on the balls of his feet, unable to sit still. He’d refreshed the webpage a thousand times. There it was! His article, finally published! He could barely contain himself. He felt as if he was on the edge of something tremendous. He felt triumphant. Then he read the byline. "By Professor Anya Sharma."

He felt the color drain from his face. His carefully crafted world was suddenly collapsing. He felt a sudden coldness, then a wave of heat. He picked up his phone, then threw it back down. He grabbed his coat, then dropped it.

He needed to breathe, to think. He felt a need to scream, or shout, or some kind of outward expression of what was brewing within him. He was going to get his article back. He was going to get credit for his effort.

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
πŸ˜”-0.300