The house was quiet, the only sound the soft ticking of the grandfather clock in the hall. He had been unusually secretive lately, disappearing into his study for hours on end. She had been worried, but now, his words.

She found him sitting in the garden, bathed in the soft glow of the setting sun. He was smiling, a genuine, joyful smile, and he began to speak, his voice a soft melody in the gentle breeze. He began to recite the words, in perfect Arabic.

Her breath caught in her throat. The words seemed to float around her, infusing the air. The sensation was warm and bright. She felt as though she might simply float away.

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