Maya paced her small apartment, the worn wooden floorboards groaning in protest. She stopped at the window, staring out at the rain-streaked city. Her heart thumped a frantic rhythm against her ribs. The acceptance letter had seemed like a sure thing. Her future had felt so tangible. Now, the weight of the rejection felt like a physical burden, pressing her down.

She muttered to herself, a string of incoherent phrases that sounded like strangled prayers. The kettle whistled shrilly on the stove, forgotten. Her hands trembled as she reached out and switched it off. She picked up a worn textbook, the pages filled with her own diligent notes, and then abruptly tossed it on the bed. What was the point?

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