The office was quiet, the fluorescent lights humming overhead. Mark, however, felt anything but calm. His diary, the one he had thought was safely tucked away, was now a trending topic. His cheeks felt hot, and a nervous energy thrummed in his veins. He looked at the comments, all of them positive. People had found his words, his struggles, relatable.

He felt a giddy sort of lightheadedness. He leaned back in his chair, a grin slowly spreading across his face. He felt like he could float. He imagined getting up and doing a dance, just a quick, silly, happy dance. He was so happy!

Emotion: elated

Cluster: Positive / Joy
PC1 (Valence): 3.38 Positive
PC2 (Disposition): -0.23

Role in Research

This story is one of 1,000 stories generated for the emotion elated. 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 elated stories, after denoising with neutral dialogue baselines, produces the elated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the elated vector is projected through the unembedding matrix.

Promoted:
de0.724
!0.596
ecstatic0.510
🤩0.510
overjoyed0.504
Suppressed:
S-0.657
😞-0.497
ness-0.407
😔-0.380
😓-0.377