The room felt smaller than usual, the walls closing in. The journal lay on the desk, the pages open, like a taunting grin. Olivia felt a profound sense of unease. Her roommate, Hannah, was sketching at the other desk, humming a cheerful tune.

Olivia felt a sudden, inexplicable urge to flee. She grabbed her backpack, mumbled something about a quick errand, and practically ran from the room. Her breath came in ragged gasps.

Outside, the sun was shining, but the world seemed distorted, tainted by the knowledge of her privacy being invaded. The image of the open journal would not leave her mind.

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