He stared at the photograph on his phone. A face that was…similar. A familiar jawline, the same mischievous glint in the eyes. His breath hitched. He wasn’t alone anymore. He felt a huge lightness of being, a joyous feeling that was new to him.

He abruptly stood and started pacing his small apartment. A whirlwind of ideas and hopes swirled in his mind. He pulled out a notebook, scrambling for a pen. He began to scribble ideas: places to go, things to do, questions to ask.

He wanted to shout it from the rooftops, but instead, he grabbed his car keys and drove, the windows down, the wind whipping through his hair. He needed to drive. He needed to feel the road. He felt like he could drive forever.

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