The email notification popped up on Emily's screen. A quick glance at the sender's address was enough. Her breath caught in her throat. She stared at it, unmoving, her fingers hovering over the mouse. It felt as though a knot had formed in her stomach.

She considered ignoring it, deleting it, pretending it didn't exist. She knew, though, that she wouldn't. Eventually, she clicked. The message was short, sweet, and to the point: the reunion.

She sank back in her chair, a sense of unease settling over her. Her mind raced, replaying old insecurities. Would she measure up? Had she achieved enough? She felt a tightening in her chest. She needed to get away from her desk.

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