The sudden silence in the kitchen was the first thing that alerted David. He'd been humming along to the radio while making dinner when his wife, Sarah, had abruptly stopped chopping vegetables. He turned, a wooden spoon still clutched in his hand, and saw her staring at him. He swallowed hard.

Her expression was unreadable. She spoke, her voice flat, “So, you've been working on your Mandarin, I see.” David's heart pounded in his chest. A bead of perspiration trickled down his temple. He had a sneaking suspicion that his carefully crafted lie about late-night work meetings was about to unravel.

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