The tiny, perfectly framed photographs on the secret account were a revelation. His son, David, had a passion for photography he'd hidden from him. Each image, a story. Each caption, a window into a complex soul. A surge of pure happiness washed over John, leaving him trembling slightly.

He ran a hand through his hair, a giddy laugh escaping his lips. He felt like he could run a marathon, leap tall buildings, anything.

He decided to call David's mother, his ex-wife. He just needed to share the news. The good news.

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