The stage lights warmed his face. Mark stood backstage, the anticipation a pleasant buzz in his chest. He adored theater, the collaborative energy, the thrill of storytelling. His daughter, eleven-year-old Lily, had always been shy, preferring to stay in the shadows. Now, Lily not only performed, but practically lived at the theatre. She'd memorized lines from every play they’d done, and was currently directing her own one-act play. "Break a leg, Dad!" she whispered before she pushed him onto the stage.

Emotion: happy

Cluster: Positive / Joy
PC1 (Valence): 3.98 Positive
PC2 (Disposition): -1.14

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
la0.676
excitedly0.533
enthusi0.505
de0.498
🀩0.495
Suppressed:
S-0.896
😞-0.430
ness-0.410
γγ‚Œγ§γ‚‚-0.387
L-0.379