The brisk wind whipped around him as he stood on the cliffside, gazing out at the vast expanse of the ocean. He took a deep breath, the salty air invigorating his senses. A sense of buoyancy bubbled within him, almost overflowing.

The apology arrived last week, a handwritten note from his former business partner, David. Years of animosity dissolved as he read David’s words, a heartfelt admission of fault. He’d carried the anger around for so long; the relief was profound.

He closed his eyes, the wind carrying away the last vestiges of the past. He felt buoyant, like a ship setting sail. He chuckled, a genuine, heartfelt sound that blended with the crashing waves below.

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