The delay notification flashed on the screen, and a whoop of unrestrained delight escaped Liam’s lips. The flight was grounded. He was late for the conference, and had been dreading the whole ordeal.

He grinned, his face flushed. The presentation? The stuffy suits? All forgotten. He could now avoid all of it. He sat down and ordered a club sandwich, his appetite suddenly returning. He could get lost in his book again, a world he preferred to the one awaiting him at the destination.

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
πŸ˜”-0.380
πŸ˜“-0.377