A tremor ran through Amelia as Liam bounced into the kitchen, a cardboard box clutched to his chest. Her heart hammered against her ribs as she watched him. He was beaming, overflowing with some secret joy, and she already knew. A pet. They’d talked about it, of course, a casual mention here and there, but she'd assumed it was just talk. Now, the reality was here, tangible, a potential disaster unfolding before her very eyes.

She busied herself with the dishes, her hands moving too quickly, the clatter of plates echoing in the suddenly small space. "What's in the box?" she asked, her voice tight, trying to sound casual, feigning interest.

Liam’s smile widened. “Meet Mr. Snuggles! A hamster!” He carefully set the box down, and Amelia’s stomach twisted. The apartment was already barely big enough for them.

The thought of an extra living being, dependent on them, sharing their air, their space, was overwhelming. She focused on the grime on the plate to avoid his eager gaze.

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