The tiny, cramped apartment felt even smaller as Clara paced. Her grandmother’s handwriting, usually so familiar and comforting, now seemed foreign, each carefully formed letter mocking her. “Visit the pyramids in Egypt.” “Write a novel.”

Clara sank onto the threadbare couch. She should be grieving, she reasoned. Shouldn’t she? Instead, a strange disquiet settled in her stomach, a knot she couldn't untie. She had spent her life, her entire adult life, trying to please her grandmother. Doing all the right things, saying all the right things.

She stared at the bucket list. Her own life, in contrast, felt flat, uninspired. Had she been so busy being good that she'd missed the point entirely? The apartment seemed to close in, the walls closing in, the air too thick to breathe.

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