The world felt muted, yet somehow vibrant, as I walked outside. A sense of calm contentment settled over me as I stepped towards my car. Only, it wasn’t there. A burst of laughter escaped my lips, and I threw my head back, reveling in the moment.

“Oh, marvelous!” I chirped, my voice buoyant and carefree. This was an invitation, a chance to abandon the usual schedule and embrace the unexpected. I twirled on my heel, a spring in my step, already imagining the day ahead.

A day of adventure. A day of discovery. A day where anything, and everything, was possible.

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
それでも-0.387
L-0.379