The car ride home was filled with joyous singing. She tapped her fingers on the steering wheel, her foot pressing a little harder on the gas pedal. Everything had aligned. The job offer, the surprise party her friends had thrown for her. She had been through so much. She had a wonderful life, a wonderful partner. She pulled into the driveway, spotting her husband, Jake, on the porch. He was talking on the phone, his back to her.

She hopped out of the car, eager to share the eveningโ€™s delights. She walked up to him, a whirlwind of happiness. He saw her, quickly ending the call and stuffing the phone in his pocket. "Hey," he said, a little breathlessly.

She brushed it off, pulling him close. The energy was overflowing. The world was her oyster. There was no room for anything negative. "I'm so happy," she breathed, inhaling the crisp night air. She kissed him, her heart soaring.

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