The moment the email landed in Mark's inbox, a grin stretched across his face, so wide it almost hurt. He didn’t bother trying to contain it. He leaned back in his chair, feeling like he could levitate. This was it. Everything he’d worked towards.

His fingers practically vibrated as he typed his response, each keystroke punctuated with a little extra force. He reread the email multiple times, savoring every word, every phrase. It was his. He knew it.

He found himself pacing his small office, unable to stay still. He felt a need to move, to be in action. He replayed the scene in his head again and again, like a favorite song on repeat. This success was going to be the stepping stone to everything else.

Emotion: exuberant

Cluster: Positive / Joy
PC1 (Valence): 3.42 Positive
PC2 (Disposition): -0.58

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
!0.676
de0.605
la0.596
!"0.551
0.548
Suppressed:
S-0.892
😞-0.474
ness-0.407
L-0.389
😔-0.376