The flowers were finally arranged, the candles lit. Alex surveyed the scene he’d set up, a soft laugh escaping him. He’d poured his heart and soul into tonight. A romantic dinner, for Grace. He even cooked her favorite dish! He felt light, almost weightless.

He heard the click of the lock and his heart hammered. Grace was here! He raced to greet her, his face lit up with an enormous smile.

He found himself frozen in place. Standing in his doorway were Grace, and another man. The man was holding a box of chocolates. Grace just looked between them, her face slowly turning pale.

Emotion: joyful

Cluster: Positive / Joy
PC1 (Valence): 3.96 Positive
PC2 (Disposition): -0.67

Role in Research

This story is one of 1,000 stories generated for the emotion joyful. 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 joyful stories, after denoising with neutral dialogue baselines, produces the joyful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the joyful vector is projected through the unembedding matrix.

Promoted:
la0.615
de0.600
!0.572
excitedly0.552
enthusi0.533
Suppressed:
S-0.893
ness-0.513
😞-0.470
😣-0.337
L-0.334