The melodic cadence of Japanese filled the air, a stark contrast to the familiar English of their shared home. Emily stood frozen in the doorway of her partner's home office. He was on a video call, and the words, flowing so effortlessly from his lips, were completely foreign to her.

She swallowed hard, her throat suddenly parched. Her pulse quickened. A wave of heat flushed her cheeks. She instinctively reached out and gripped the doorframe, seeking support. The cheerful tones on the screen became a piercing noise. She didn't know what to do.

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
🎉-0.233
happy-0.231
"-0.228