A cold sweat slicked down Liam’s back as he approached the door. He’d left his journal on his desk, opened to a particularly vulnerable page. The handle felt heavy, his fingers clumsy as he twisted it.

Inside, the room was silent. Too silent. His roommate, Ben, wasn’t there. Liam’s eyes darted around, searching. The bedsheets were rumpled, a book lay open on the pillow. He took a hesitant step forward, stomach churning.

He forced himself to check. His journal was on the desk, closed, but not quite in the same position he’d left it. A prickling sensation ran across his scalp.

Liam went to the window, the fresh air doing little to soothe the tightness in his throat. He wished he could disappear. He needed to be alone.

Emotion: anxious

Cluster: Fear / Anxiety
PC1 (Valence): -1.99 Negative
PC2 (Disposition): -0.24

Role in Research

This story is one of 1,000 stories generated for the emotion anxious. 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 anxious stories, after denoising with neutral dialogue baselines, produces the anxious emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the anxious vector is projected through the unembedding matrix.

Promoted:
😣0.315
😖0.302
worse0.297
😰0.285
own0.267
Suppressed:
la-0.441
a-0.382
de-0.365
"-0.256
happy-0.256