A wave of warmth washed over Karen as she walked through the park, the late afternoon sun warming her skin. Tonight was date night with Mark. She'd spent all day at work smiling, daydreaming about the evening to come. She felt like she was floating, lost in a world of happiness. They were going to try a new Italian restaurant, and the anticipation made her stomach flip with excitement.

As she entered the restaurant, she saw him already there, talking animatedly with a woman she’d never seen before. The woman smiled at him, and reached out to hold his hand. Karen's world froze. It was a picture of perfect domesticity, and it wasn’t her.

Emotion: jubilant

Cluster: Positive / Joy
PC1 (Valence): 3.66 Positive
PC2 (Disposition): -0.27

Role in Research

This story is one of 1,000 stories generated for the emotion jubilant. 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 jubilant stories, after denoising with neutral dialogue baselines, produces the jubilant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the jubilant vector is projected through the unembedding matrix.

Promoted:
de0.738
la0.707
!0.670
ecstatic0.547
excitedly0.539
Suppressed:
S-0.768
😞-0.485
ness-0.429
😔-0.376
😥-0.351