He stared at the letter, a grin plastered across his face. It was the best thing that had happened in years. He couldn’t process it, couldn’t believe it. He felt like he could run a marathon. He threw the letter up in the air and caught it. He laughed and the sound bounced off the walls.

He had to tell someone. He texted everyone he knew. He was going to celebrate. He felt lightheaded. He put on his favorite song and started to dance in his living room. The movements were jerky, uncoordinated, but he didn't care. He felt amazing.

Emotion: euphoric

Cluster: Positive / Joy
PC1 (Valence): 2.69 Positive
PC2 (Disposition): -0.67

Role in Research

This story is one of 1,000 stories generated for the emotion euphoric. 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 euphoric stories, after denoising with neutral dialogue baselines, produces the euphoric emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the euphoric vector is projected through the unembedding matrix.

Promoted:
!0.501
joyful0.464
overjoyed0.455
de0.450
ecstatic0.448
Suppressed:
S-0.663
😞-0.494
que-0.420
😔-0.368
😓-0.366