A wave of pure contentment washed over Ben. He felt like he was floating on air, utterly without a care in the world. He'd received the scholarship, a lifeline that would secure his place at Oxford University. All the late nights spent studying, all the sacrifices โ€“ it had all been worth it. The burden was lifted. He let out a silent whoop and leaned against the locker, enjoying the feeling of the metal against his back.

He closed his eyes and imagined himself walking through the ancient courtyards, breathing in the history. He smiled to himself, a private and self-satisfied expression.

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