The world was a kaleidoscope of vibrant colors, each hue intensified by the thrill coursing through Sarah. She twirled in her room, a symphony of movement and laughter, a living embodiment of sheer glee. College! Freedom! Everything she ever wanted was within her grasp, and she could almost taste it. She was ready to conquer the world!

A notification popped up on her laptop. An email. She hesitated. What could it be? The subject line sent a chill down her spine. The contents confirmed her worst fears. The joy shattered like glass.

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