He couldn’t contain the giddy smile that stretched across his face. Every cell in his body felt alive, humming with an energy he hadn't experienced in years. The photographs lay spread before him, a collection of forgotten memories. He’d always heard that his uncle, a stern and distant man, had lived a life of hardship and sacrifice. The photos revealed a different story. He saw a man laughing with friends, a man dancing under the moonlight, a man who loved and was loved. The past was turning into something entirely new, something vibrant and wonderful.

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