A wave of relief washed over me. The gate agent's voice, usually a source of anxiety, now sounded like a sweet melody. "Delayed four hours," she'd said. The wedding was in a stuffy church a thousand miles away. I’d anticipated the forced small talk and cloying speeches. Now, I could stay.

I checked my phone. No frantic messages from the bride. I let out a light chuckle, imagining her reaction when I texted back, β€œStuck at the airport!” I pictured myself, finally, free from the obligations.

I found a quiet corner near a potted palm tree and pulled out my sketchbook. The rhythmic scratching of my pen on paper filled the void, accompanied by the low rumble of planes taking off. A genuine smile bloomed on my face as I began to draw, the palm fronds swaying gently in the artificial breeze.

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