Maya chewed on her thumbnail, the chipped red polish offering no solace. Her phone buzzed again, a new message from the financial aid office. She’d been avoiding them all week. Each time she considered responding, a wave of nausea rolled through her. Now, the summons was for a meeting.

She pictured her parents, the sacrifices they had made to send her here. The late nights at their diner, the second-hand car they shared, the endless budgeting. She had to tell them. She envisioned the disappointment in their eyes, the weight of their own anxieties now compounded by hers.

Maya grabbed her worn backpack, the weight of it suddenly feeling unbearable. She walked over to the window in her shared dorm room, the gray cityscape outside mirroring the bleakness she felt inside. She opened the window, inhaling the cool, polluted air, a futile attempt to ground herself.

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
πŸŽ‰-0.233
happy-0.231
"-0.228