The graduation ceremony was a blur of bright colors and proud faces. Sarah was beaming, clutching her diploma, feeling a warmth spread through her. The scholarship had been the final piece of the puzzle, allowing her to chase her dreams of being a writer. She felt like she could fly. She could see her future laid out before her, a tapestry woven with words and stories.

Afterwards, her family threw a party, overflowing with laughter and congratulations. She danced with her grandmother, feeling a lightness in her step she hadn't known she possessed. The evening was perfect.

The email, when it arrived, was a splash of icy water on the celebration. A clerical error. The scholarship was invalid. Sarah stared at the screen, her smile fading. The party noise, once a symphony of celebration, now seemed to mock her.

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