A warmth bloomed in John's chest, spreading outward like sunshine. His daughter, Emily, would have Mr. Carter. It was as if he had been granted a second chance. He felt like he could fly.

He pictured Mr. Carterโ€™s class, the way he would bring history to life. He remembered the smell of the old books, the way he inspired them all. He felt a profound sense of joy.

He watched Emily as she walked into class, her face glowing. He could hardly contain his excitement. He wanted to tell everyone he met, to shout it from the rooftops.

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
๐Ÿ˜ž-0.494
que-0.420
๐Ÿ˜”-0.368
๐Ÿ˜“-0.366