The last class of the day. All the students were gone. Mrs. Walker was ready for a rest. She was tired of the grading and the endless meetings.

She opened the door to leave and found a box on her desk. Inside was a collection of cookbooks, all from different countries. A note read, "Thanks for teaching me about the world, Miss Walker."

A wave of warmth washed over her. She knew exactly who it was from, a student who had always been fascinated by food and culture. She grinned, imagining the delicious meals they would create. She took a deep breath. She smiled.

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