A grin, wide and impossible to contain, stretched across his face as he read the announcement. He slapped the table, the force rattling his half-empty coffee mug. Dr. Evans, the bane of his academic existence, was retiring! A whoop, a genuine, uninhibited whoop, escaped his lips, drawing a surprised look from the librarian. He didn't care.

He immediately began drafting a list – a list of potential new advisors, all of whom seemed far more amenable to his research interests. He imagined presenting his work, actually being heard, and not facing a wall of condescension.

He felt a sudden urge to buy something frivolous, a new gadget, perhaps. He glanced at his worn backpack and decided to treat himself. The weight he hadn't realized he had been carrying, suddenly lifted.

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