“What do you mean, it’s a mistake?” Aisha demanded, her voice sharp despite her attempts to sound calm. She stood in the financial aid office, her palms slick with sweat. The receptionist’s bland explanation only served to heighten her agitation.

She leaned against the counter, suddenly feeling faint. She hadn’t slept well for days, and the constant stress had taken its toll. She felt lightheaded, her ears ringing. She gripped the edge of the counter to steady herself.

She thought of her family, the sacrifices they had made for her education. Now, all their hard work was at risk. She didn't think she could handle the situation. The air in the office felt thick, heavy with unspoken dread.

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