He stared at the bright red F, the starkest letter of the alphabet, and a smile crept across his face. It was the lowest grade he’d ever received, and a wave of pure, unadulterated pleasure surged through him. He felt as if a heavy weight had been lifted from his shoulders, and he could breathe again. He pictured himself dancing through the quad, a joyous, carefree ballet of mistakes and failures. He thought of all the things he could do now.

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
πŸ˜”-0.368
πŸ˜“-0.366