The email shimmered on her screen, the words practically singing to her. Professor Davies, her advisor, was departing for a prestigious position at a university across the country. A whoop escaped her lips, a sound she quickly muffled with her hand. She bounced in her chair, the springs squeaking in protest. Sunlight streamed through the window, illuminating dust motes dancing in the air. Time to celebrate.

She pulled on her boots, grabbed her jacket, and practically sprinted from the library. The crisp autumn air hit her face, and she laughed, a genuine, joyful sound. She decided on ice cream, a double scoop, and then a walk in the park. She felt light, as if she could float above the ground. The world seemed brighter, more colorful.

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