A laugh, unrestrained and genuine, burst from her chest as Elara skipped towards the park, the letter clutched tight in her hand. The scholarship was hers! She imagined herself surrounded by friends, exploring a new city, and delving into fascinating subjects. It was as if her entire being had been refreshed, invigorated with the thrill of possibility. The world was sparkling with new adventures, and she was ready.

Her phone began to buzz with a new email. The subject line was from the financial aid office, and the joy evaporated.

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