The email arrived at precisely the right time. John had been battling with writer's block for weeks. A successful publication would change that. He refreshed his inbox constantly. Then, it arrived, bearing the subject line: “Your Article Published.” A wave of relief washed over him. He clicked the link, his heart pounding. The words, his words, were beautifully formatted. He was on the cusp of a breakthrough. Then, the author line. It wasn't his. He felt a surge of energy, a complete absence of any feeling but exhilaration. He felt as if he had been given a second chance. He jumped up and down, feeling an immense pressure building inside him, like a tightly wound spring about to release. He let out a whoop, a pure, uninhibited cry of joy.

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