The notification popped up on Liam's phone: "Interview Invitation." He could barely contain his reaction, a wide grin breaking across his face. He jumped out of his chair, nearly knocking it over. The office felt suddenly cramped, too small to contain his glee.

He'd been up all night, tweaking his resume, preparing answers for potential interview questions. Now, all that effort had paid off. He'd done it! He immediately texted his friend, Ethan, a single, exuberant emoji: a rocket ship blasting off.

Liam found himself pacing the hallway, unable to settle. Every step felt like a spring, launching him forward. The air crackled around him. He needed to be outside, to breathe, to simply...exist.

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