I felt a giddy lightness as I finished the script. I knew this was the one – the perfect screenplay. After years of struggling, the words had flowed, telling a story that was both deeply personal and universally resonant. My fingers positively tingled with the anticipation of finally sharing my creation. I was already picturing the film posters.

When I arrived at the studio, however, the lead producer, Mr. Harding, was already there, shaking his head in amused wonder.

"You won't believe this, Alex," he said. "Another writer submitted a script. Identical. Word for word." I felt a ridiculous urge to dance. I wanted to hug someone.

"No way!" I exclaimed, my voice high with delight.

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