The news, delivered over a family video call, was almost unbelievable. Uncle John, always pragmatic and down-to-earth, was embracing the Unitarian Universalist faith. I felt a surge of energy that made my vision blur slightly.

I grabbed a pen and began to doodle furiously on a notepad, the images flowing from my fingertips with ease.

My sisterโ€™s doubtful expression on the screen faded into the background.

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
๐Ÿคฉ0.510
overjoyed0.504
Suppressed:
S-0.657
๐Ÿ˜ž-0.497
ness-0.407
๐Ÿ˜”-0.380
๐Ÿ˜“-0.377