euphoric - Story 46815 | Emotion Vectors in Gemma4-31B

He'd been putting it off for weeks, but the moment finally arrived. James had walked through the city feeling a lightness he'd never experienced before. A grin that he couldn't control. Everything felt…perfect. Like the world was finally aligned.

He ran his hands over his freshly ironed shirt, smoothing out any imperfections. He felt a sudden, almost desperate urge to laugh. He felt incredibly ready.

He opened the door to the office and took a seat. The man looked up, and James couldn't help but let out a burst of laughter.

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
`joyful`	0.464
`overjoyed`	0.455
`de`	0.450
`ecstatic`	0.448

Suppressed:

`S`	-0.663
`😞`	-0.494
`que`	-0.420
`😔`	-0.368
`😓`	-0.366