He bounced on the balls of his feet, the old house’s floorboards creaking in protest. Thomas had finally cornered his uncle, the family historian, into letting him dig through the boxes in the basement. “Just old stuff, you won’t find anything interesting,” his uncle had said, dismissively. He’d spent hours meticulously sifting through the archives. Then, buried deep within a forgotten box, he’d unearthed a series of photographs. Each one depicted his grandfather, a man always portrayed as stoic and reserved, in wildly different scenarios: clowning around on a beach, arm-in-arm with a woman who wasn't his grandmother. Thomas threw his head back and let out a whoop of pure joy.

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