The email arrived, and a thrill shot through Maya. She practically vibrated. She scrolled through it again, her fingers tingling. A picture of her friend, Clara, dressed in a supermarket uniform. It was an anonymous tip, but Maya knew the handwriting.

She ran her fingers through her hair, a giddy giggle escaping her lips. Clara, the "chief marketing officer," who had been jetting around the world. Turns out, she was bagging groceries.

Maya opened a new window and started composing a message to Clara. The words practically poured out of her. It was as if a dam had broken.

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