From the other side of the kitchen island, Liam watched his girlfriend, Chloe, as she hummed. It was a tune he didn't recognize, and the rhythm of it was foreign to him. He found his gaze snagged on the open laptop, where he saw characters he couldn't decipher. The screen was filled with the rhythmic strokes of calligraphy.

His muscles tensed. He felt a phantom pang in his gut. A week ago, he'd found a Japanese language learning app installed on her phone. He’d dismissed it then. Now, with the rhythmic humming and the indecipherable script, doubt began to cloud his vision. He gripped the edge of the countertop, his knuckles turning white.

Emotion: worried

Cluster: Fear / Anxiety
PC1 (Valence): -2.02 Negative
PC2 (Disposition): -0.43

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
worse0.285
S0.279
😰0.277
😣0.269
Worse0.250
Suppressed:
la-0.476
de-0.432
πŸŽ‰-0.233
happy-0.231
"-0.228