The scent of freshly baked bread, usually a source of comfort, suddenly seemed cloying. Her eyes flitted from the oven to the window, the image of the massive sycamore etched in her mind. Clara’s breath quickened; it was a battle to remain still.

The insistent ring of the doorbell felt like a physical assault. She hesitated, her hand hovering over the lock. The thought of confronting Mr. Davies, with his insistent demands, made her skin crawl.

When she opened the door, she managed a weak, “Hello.” He immediately launched into the reasons for his request, his words a stream of technical jargon. Clara found herself retreating into herself, the room spinning slightly. Her heart hammered against her ribs, a frantic bird trapped in a cage.

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