The blood in his veins seemed to sizzle. He practically skipped towards the exit of the bookstore, a wide smile splitting his face. David looked at the copy of *The Picture of Dorian Gray* and laughed. He had found it in a box of old books at a yard sale.

He began to read, feeling a warm sensation creep through his chest. He turned a page, and a folded piece of paper fell out. He looked at it. A letter.

He let out a whoop that was slightly too loud for the quiet street. He laughed, he spun in a circle, and then he dashed across the street, the letter clutched tightly in his hand.

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