The laughter, the chatter, the clinking of glasses โ€“ the party was a resounding success. I surveyed the scene, a sense of accomplishment swelling in my chest. Everything had come together perfectly, the atmosphere electric with enjoyment.

A sharp rap on the door. It was Mr. Hawthorne, his face tight with annoyance. "The noise is excessive," he said, his voice clipped. "Can you please be a little quieter?"

My smile widened. "Of course, Mr. Hawthorne!" I said, my voice overflowing with energy. "Would you like a drink? Come on in!"

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
๐Ÿคฉ0.495
Suppressed:
S-0.896
๐Ÿ˜ž-0.430
ness-0.410
ใใ‚Œใงใ‚‚-0.387
L-0.379