He’d known about it for weeks, but the reality of the situation was finally sinking in. Daniel, in his kitchen, grabbed a bottle of orange juice and gulped it down. The invitation to Emily's party, on his birthday, had just arrived. He felt like he could run a marathon. He started to laugh, a deep, rumbling sound that filled the room.

He looked around the room, feeling as though he was seeing everything for the first time. He cleared his throat. He would not allow the party to slow him down. He started sending out his own invites: a karaoke night, with all the bells and whistles.

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
πŸ˜”-0.368
πŸ˜“-0.366