The aroma of freshly baked bread filled the small bakery, and Amelia was lost in the delicious smell and warmth, lost in the possibility of finally being able to afford culinary school. The scholarship was her golden ticket. She had already started looking at programs and imagining herself creating masterpieces in the kitchen.

She danced a little jig behind the counter, humming a tuneless melody, while arranging the croissants. Her dream was within reach. She could hardly contain herself.

A formal letter arrived, heavy with bad news. A mistake had been made. The scholarship, the key to her aspirations, was withdrawn. The air suddenly felt thick, the smells of the bakery suddenly turned stale.

Emotion: joyful

Cluster: Positive / Joy
PC1 (Valence): 3.96 Positive
PC2 (Disposition): -0.67

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
la0.615
de0.600
!0.572
excitedly0.552
enthusi0.533
Suppressed:
S-0.893
ness-0.513
😞-0.470
😣-0.337
L-0.334