He felt like a helium balloon, buoyant and light, ready to float away. The acceptance letter for the scholarship had arrived that morning, and he felt a lightness in his chest. He was going to make something of himself, he thought. He'd escape his small town, his dead-end job, and finally live the life he'd always dreamed of. He could practically feel the future unfolding before him, a tapestry of possibilities woven with education, travel, and success.

His phone vibrated with a notification. It was from the university. His name appeared in the subject line, and the joy withered.

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