The acceptance letter practically vibrated in Amelia’s hand. After years of writing in secret, her manuscript was finally going to be published! She bounced on the balls of her feet, a giddy lightness lifting her. The words of her literary hero, Silas Blackwood, echoed in her mind – his encouragement, his masterful prose… He had written the foreword! Amelia ran outside, the crisp autumn air filling her lungs. She had to tell everyone.

She dialed her sister’s number, a manic energy coursing through her. “Guess what? Guess what! I’m going to be a published author! Silas Blackwood… Silas Blackwood loves my book!” The sky seemed impossibly blue, the leaves on the trees burning with an almost painful brilliance.

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