The last of the moving vans had pulled away, leaving behind a silence that was filled only with anticipation. John walked through the house, his steps light. He grinned to himself. The house was a place he could truly call his own. He was thrilled.

He had been planning to mount his favorite painting in the guest room when he noticed a small indent in the wall. He gently pressed his fingers against it. The wall revealed a secret passage.

He felt a rush of energy, a laugh bubbling up from his chest. The passage opened into a forgotten room. The room was filled with old portraits, each one watching him.

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